From 30770943a0a63b5eaf14818e987742f31bec473d Mon Sep 17 00:00:00 2001 From: Jeffrey Hanson Date: Mon, 8 Jul 2024 09:18:22 +1200 Subject: [PATCH 01/15] lint code --- tests/testthat/test_approx_evdsi.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/testthat/test_approx_evdsi.R b/tests/testthat/test_approx_evdsi.R index 1c83fba..438bf55 100644 --- a/tests/testthat/test_approx_evdsi.R +++ b/tests/testthat/test_approx_evdsi.R @@ -55,7 +55,7 @@ test_that("single species", { survey_sensitivity = feature_data$survey_sensitivity, survey_specificity = feature_data$survey_specificity, pu_survey_solution = site_data$survey, - pu_survey_costs = site_data$survey_cost, + pu_survey_costs = site_data$survey_cost, pu_purchase_costs = site_data$management_cost, pu_purchase_locked_in = rep(FALSE, nrow(site_data)), pu_purchase_locked_out = rep(FALSE, nrow(site_data)), From ffa1951f84f39f0740e1486ef9705fee21cac813 Mon Sep 17 00:00:00 2001 From: Jeffrey Hanson Date: Mon, 8 Jul 2024 09:18:31 +1200 Subject: [PATCH 02/15] update news --- DESCRIPTION | 2 +- NEWS.md | 11 +++++++++++ 2 files changed, 12 insertions(+), 1 deletion(-) diff --git a/DESCRIPTION b/DESCRIPTION index 16f87c7..1269266 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: surveyvoi Type: Package -Version: 1.0.6 +Version: 1.0.6.1 Title: Survey Value of Information Description: Decision support tool for prioritizing sites for ecological surveys based on their potential to improve plans for conserving diff --git a/NEWS.md b/NEWS.md index a5bc177..9643ac2 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,3 +1,14 @@ +# surveyvoi 1.0.6.1 + +- Fix bug in `approx_near_optimal_survey_scheme()`, + `approx_optimal_survey_scheme()`, `optimal_survey_scheme()`, + `approx_evdsi()`, `evdsi()`, and `evdci()` where all species were incorrectly + assigned the same target as the first species. +- Update internal greedy reserve selection algorithm to find better quality + prioritizations. This impacts `approx_near_optimal_survey_scheme()`, + `approx_optimal_survey_scheme()`, `optimal_survey_scheme()`, + `approx_evdsi()`, `evdsi()`, and `evdci()`. + # surveyvoi 1.0.6 - Fix installation for Windows on arm64 (#50). From 024d522a556fc75841f9a9d72823fdf41b6f6c3d Mon Sep 17 00:00:00 2001 From: Jeffrey Hanson Date: Mon, 8 Jul 2024 09:18:50 +1200 Subject: [PATCH 03/15] initial attempt at improving opt - works, but is inefficient --- src/rcpp_expected_value_of_action.cpp | 87 +++++++++++++++++++++++--- src/rcpp_expected_value_of_action.h | 3 + src/rcpp_heuristic_prioritization.cpp | 77 ++++++++++++++++++----- tests/testthat/helper_prioritization.R | 67 ++++++++++++++++---- 4 files changed, 199 insertions(+), 35 deletions(-) diff --git a/src/rcpp_expected_value_of_action.cpp b/src/rcpp_expected_value_of_action.cpp index e4e7903..69dfb31 100644 --- a/src/rcpp_expected_value_of_action.cpp +++ b/src/rcpp_expected_value_of_action.cpp @@ -27,12 +27,17 @@ double expected_value_of_action( Eigen::VectorXd spp_prob(n_f); Rcpp::NumericVector curr_spp_probs; Rcpp::NumericVector curr_density_probs; - Rcpp::IntegerVector curr_target_values((rij.cols() - target[0]) + 1); - std::iota(curr_target_values.begin(), curr_target_values.end(), target[0]); + std::vector curr_target_values; for (std::size_t i = 0; i < n_f; ++i) { - curr_spp_probs = wrap(rij.row(i)); + curr_spp_probs = Rcpp::wrap(rij.row(i)); + curr_target_values.resize((n_pu_solution - target[i]) + 1); + std::iota( + curr_target_values.begin(), + curr_target_values.end(), + target[i] + ); curr_density_probs = PoissonBinomial::dpb_dc( - curr_target_values, curr_spp_probs); + Rcpp::wrap(curr_target_values), curr_spp_probs); spp_prob[i] = Rcpp::sum(curr_density_probs); } @@ -40,22 +45,90 @@ double expected_value_of_action( return spp_prob.sum(); } -double approx_expected_value_of_action( +double exact_expected_value_of_action( Eigen::MatrixXd &pij, Rcpp::IntegerVector &target_values) { + if (static_cast(pij.cols()) < Rcpp::max(target_values)) { + Rcpp::stop("prioritization contains fewer planning units than a target"); + } double out = 0.0; const std::size_t n_f = pij.rows(); Rcpp::NumericVector curr_density_probs; Rcpp::NumericVector curr_spp_probs; + std::vector curr_target_values; for (std::size_t i = 0; i < n_f; ++i) { curr_spp_probs = wrap(pij.row(i)); - curr_density_probs = PoissonBinomial::dpb_na( - target_values, curr_spp_probs, false); + curr_target_values.resize((pij.cols() - target_values[i]) + 1); + std::iota( + curr_target_values.begin(), + curr_target_values.end(), + target_values[i] + ); + curr_density_probs = PoissonBinomial::dpb_dc( + Rcpp::wrap(curr_target_values), curr_spp_probs); out += Rcpp::sum(curr_density_probs); } return out; } +double approx_expected_value_of_action( + Eigen::MatrixXd &pij, + Rcpp::IntegerVector &target_values) { + if (static_cast(pij.cols()) < Rcpp::max(target_values)) { + Rcpp::stop("prioritization contains fewer planning units than a target"); + } + double out = 0.0; + const std::size_t n_f = pij.rows(); + const std::size_t n_pu = pij.cols(); + Rcpp::NumericVector curr_density_probs; + std::vector curr_spp_probs; + std::vector curr_target_values; + for (std::size_t i = 0; i < n_f; ++i) { + // find non-zero species probabilities + // this is because the approximation methods in PoissonBinomial + // require non-zero values + curr_spp_probs.reserve(n_pu); + for (std::size_t j = 0; j < n_pu; ++j) { + if (pij(i, j) > 0.0) { + curr_spp_probs.push_back(pij(i, j)); + } + } + // if there are no non-zero probabilities, then skip rest of loop + if (curr_spp_probs.size() == 0) { + continue; + } + // prepare target values + curr_target_values.resize((curr_spp_probs.size() - target_values[i]) + 1); + std::iota( + curr_target_values.begin(), + curr_target_values.end(), + target_values[i] + ); + // calculate probability that target is met + if ( + (curr_spp_probs.size() == 1) && + (target_values[i] == 1.0) + ) { + /// if running calculations for only one probability value and + /// the target is equal to one, then manually calculate the probability + /// since PoissonBinomial library gets it wrong + out += curr_spp_probs[0]; + } else { + /// othweise use the PoissonBinomial library to run the calculations + curr_density_probs = PoissonBinomial::dpb_na( + Rcpp::wrap(curr_target_values), + Rcpp::wrap(curr_spp_probs), + false + ); + // add the prob. of the species' target being met to the running total + out += Rcpp::sum(curr_density_probs); + } + // clean up species probability data + curr_spp_probs.clear(); + } + return out; +} + double log_proxy_expected_value_of_action( Eigen::MatrixXd &log_1m_pij) { Eigen::VectorXd out = log_1m_pij.rowwise().sum(); diff --git a/src/rcpp_expected_value_of_action.h b/src/rcpp_expected_value_of_action.h index 1da95f9..c6c7e6c 100644 --- a/src/rcpp_expected_value_of_action.h +++ b/src/rcpp_expected_value_of_action.h @@ -11,6 +11,9 @@ double expected_value_of_action( double approx_expected_value_of_action( Eigen::MatrixXd&, Rcpp::IntegerVector&); +double exact_expected_value_of_action( + Eigen::MatrixXd&, Rcpp::IntegerVector&); + double log_proxy_expected_value_of_action(Eigen::MatrixXd&); #endif diff --git a/src/rcpp_heuristic_prioritization.cpp b/src/rcpp_heuristic_prioritization.cpp index 6ee13aa..62abe74 100644 --- a/src/rcpp_heuristic_prioritization.cpp +++ b/src/rcpp_heuristic_prioritization.cpp @@ -29,8 +29,12 @@ void greedy_heuristic_prioritization( double curr_min_feasible_pu_cost; double curr_ce; double new_ce; - double log_obj; + double obj; double curr_cost; + double curr_obj; + double prev_obj; + Rcpp::IntegerVector real_target = Rcpp::wrap(target); + Rcpp::IntegerVector curr_target; std::size_t n_additional_units_needed; std::size_t curr_idx; std::size_t n_pu_selected = std::accumulate( @@ -47,22 +51,46 @@ void greedy_heuristic_prioritization( std::min_element(costs_rem_pu.data(), costs_rem_pu.data() + costs_rem_pu.size()) - costs_rem_pu.data(); - // log data - Eigen::VectorXd log_pu_costs = (pu_costs.array() + 1.0e-5).array().log(); - Eigen::MatrixXd log_1m_rij = rij; - log_1m_rij = log_1m_rij.cwiseMin(1.0 - 1.0e-10); - log_1m_rij = log_1m_rij.cwiseMax(1.0e-10); - log_1m_matrix(log_1m_rij); - Eigen::MatrixXd curr_log_1m_rij = log_1m_rij; + + // initialize rij data for optimization + Eigen::MatrixXd curr_rij = rij; for (std::size_t i = 0; i < n_pu; ++i) { if (!solution[i]) { - curr_log_1m_rij.col(i).setZero(); + curr_rij.col(i).setZero(); } } + // calculate objective value for starting solution + if (n_pu_selected > 0) { + curr_target = Rcpp::pmin(real_target, n_pu_selected); + prev_obj = approx_expected_value_of_action(curr_rij, curr_target); + // prev_obj = approx_expected_value_of_action(curr_rij, curr_target); + } else { + prev_obj = 0.0; + curr_target = Rcpp::pmin(real_target, 1); + } + // Main processing - while(((solution_cost + pu_costs[min_cost_pu_idx]) < budget) && - (n_pu_remaining > 0)) { + while( + ((solution_cost + pu_costs[min_cost_pu_idx]) < budget) && + (n_pu_remaining > 0) + ) { + + // here we cap targets to be the minimum of the "real" + // target and the current number of planning units selected. + // this is important so that we can account for incremental progress + // towards meeting the targets when the solution contains fewer + // than the number of selected planning units. + // note we must relcalculate the previous object ive value if changing + // the targets, so that objective values from this iteration + // can be compared with current solution + if ((n_pu_selected > 0) && (n_pu_selected < (max_target + 1))) { + curr_target = Rcpp::pmin(real_target, n_pu_selected); + prev_obj = approx_expected_value_of_action(curr_rij, curr_target); + } + + Rcout << "[start itr] n selected = " << n_pu_selected << " : " << std::accumulate(solution.begin(), solution.end(), 0.0) << ", curr_target = " << curr_target[0] << ", max(target) = " << max_target << std::endl; + // calculate the cost of the cheapest n-1 remaining planning units, // if the solution contains fewer planning units than the highest target if (n_pu_selected < max_target) { @@ -86,27 +114,39 @@ void greedy_heuristic_prioritization( if ( ((curr_min_feasible_pu_cost >= pu_costs[i]) || ((std::abs(pu_costs[i] - costs_rem_pu_sorted[0])) < 1.0e-15)) && - ((pu_costs[i] + solution_cost) <= budget)) { + ((pu_costs[i] + solution_cost) <= budget) + ) { // calculate objective with i'th planning unit included - curr_log_1m_rij.col(i) = log_1m_rij.col(i); - log_obj = log_proxy_expected_value_of_action(curr_log_1m_rij); - curr_log_1m_rij.col(i).setZero(); + curr_rij.col(i) = rij.col(i); + obj = approx_expected_value_of_action(curr_rij, curr_target); + // obj = approx_expected_value_of_action(curr_rij, curr_target); + curr_rij.col(i).setZero(); // calculate cost effectiveness - new_ce = log_obj - log_pu_costs[i]; // note that this is logged + new_ce = (obj - prev_obj) / pu_costs[i]; + // if i'th planning unit is more cost effective then prevous ones, + // then make it the candidate for selection in this iteration + // of the greedy alogirthm if (new_ce > curr_ce) { curr_ce = new_ce; curr_idx = i; + curr_obj = obj; } } } } + Rcout << " [itr] selected = " << curr_idx << + ", prev_obj = " << prev_obj << + ", curr_obj = " << curr_obj << + ", curr_ce = " << curr_ce << std::endl; + // update loop variables solution_cost += pu_costs[curr_idx]; + prev_obj = curr_obj; costs_rem_pu[curr_idx] = std::numeric_limits::max(); solution[curr_idx] = true; solution_rem_pu[curr_idx] = false; - curr_log_1m_rij.col(curr_idx) = log_1m_rij.col(curr_idx); + curr_rij.col(curr_idx) = rij.col(curr_idx); ++n_pu_selected; --n_pu_remaining; if (curr_idx == min_cost_pu_idx) { @@ -117,6 +157,9 @@ void greedy_heuristic_prioritization( } } + Rcout << "[end fn] n selected = " << n_pu_selected << " : " << + std::accumulate(solution.begin(), solution.end(), 0.0) << std::endl; + // Exports return; } diff --git a/tests/testthat/helper_prioritization.R b/tests/testthat/helper_prioritization.R index 15a14f3..b6a2224 100644 --- a/tests/testthat/helper_prioritization.R +++ b/tests/testthat/helper_prioritization.R @@ -27,14 +27,20 @@ r_greedy_heuristic_prioritization <- function( ## locked planning units curr_solution[(pu_locked_in > 0.5) | (pu_costs < 1e-15)] <- TRUE curr_pu_rem_idx <- which((!curr_solution) & (pu_locked_out < 0.5)) - ## define targets - curr_target <- pmin(sum(curr_solution), target) - ## define obj fun for starting solution + + ## update target + if (sum(curr_solution) == 0) { + curr_target <- pmin(target, 1) + } + if ((sum(curr_solution) > 0) && sum(curr_solution) < (max(target) + 1)) { + curr_target <- pmin(target, sum(curr_solution)) + } + + ## update target if (sum(curr_solution) == 0) { - curr_obj <- 0 + curr_target <- pmin(target, 1) } else { - curr_obj <- r_approx_conservation_value( - rij[, which(curr_solution), drop = FALSE], rep(curr_target)) + curr_target <- pmin(target, sum(curr_solution)) } # main iteration loop @@ -45,8 +51,27 @@ r_greedy_heuristic_prioritization <- function( budget) while(keep_looping) { + ## update target + if (sum(curr_solution) == 0) { + curr_target <- pmin(target, 1) + } else { + curr_target <- pmin(target, sum(curr_solution)) + } + + ## update solution cost curr_solution_cost <- sum(pu_costs * curr_solution) + + ## calculate benefit associated with current solution + if (sum(curr_solution) > 0) { + prev_obj <- r_approx_conservation_value( + rij[, which(curr_solution), drop = FALSE], + curr_target + ) + } else { + prev_obj <- 0 + } + ## calculate the cost of the cheapest n-1 remaining planning units if (sum(curr_solution) < max(target)) { curr_min_feasible_pu_cost <- budget - @@ -57,7 +82,13 @@ r_greedy_heuristic_prioritization <- function( curr_min_feasible_pu_cost <- Inf } - ## calculate benefit associated with dropping each remaining planning unit + message( + "[start itr] n selected = ", sum(curr_solution), " : ", + sum(curr_solution), ", curr_target = ", curr_target[1], + ", max(target) = ", max(target) + ) + + ## calculate benefit associated with adding each remaining planning unit curr_alt_obj <- vapply(curr_pu_rem_idx, FUN.VALUE = numeric(2), function(i) { ## determine if selecting the i'th planning unit would prevent the final @@ -70,21 +101,31 @@ r_greedy_heuristic_prioritization <- function( ## calculate the alternate obj fun for the i'th planning unit s <- curr_solution s[i] <- TRUE - obj <- r_proxy_conservation_value( - rij[, which(s), drop = FALSE], curr_target) + obj <- r_approx_conservation_value( + rij * matrix(s, byrow = TRUE, ncol = length(s), nrow = nrow(rij)), + curr_target + ) ## return data c(!curr_feasible, obj) }) ## find idx with best performance - curr_ce <- curr_alt_obj[2, ] / pu_costs[curr_pu_rem_idx] + curr_ce <- (curr_alt_obj[2, ] - prev_obj) / pu_costs[curr_pu_rem_idx] curr_ce[curr_alt_obj[1, ] > 0.5] <- -Inf curr_idx <- which.max(curr_ce) + + message( + " [itr] selected = ", curr_pu_rem_idx[curr_idx] - 1, + ", prev_obj = ", round(prev_obj, 4), + ", curr_obj = ", round(curr_alt_obj[2, curr_idx], 4), + ", curr_ce = ", round(max(curr_ce), 4) + ) + ## update curr_solution and curr_obj curr_solution[curr_pu_rem_idx[curr_idx]] <- TRUE curr_pu_rem_idx <- which((!curr_solution) & (pu_locked_out < 0.5)) - curr_obj <- curr_alt_obj[2, curr_idx] + prev_obj <- curr_alt_obj[2, curr_idx] ## update loop status keep_looping <- @@ -94,6 +135,10 @@ r_greedy_heuristic_prioritization <- function( budget) } + message( + "[end fn] n selected = ", sum(curr_solution), " : ", sum(curr_solution) + ) + # return solution list(x = curr_solution, objval = rcpp_expected_value_of_action(curr_solution, rij, target)) From c4c3c5250df9f796d6d8c7c0ca4a63887a333601 Mon Sep 17 00:00:00 2001 From: Jeffrey Hanson Date: Tue, 9 Jul 2024 10:39:27 +1200 Subject: [PATCH 04/15] lint code --- tests/testthat/test_evdsi.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/testthat/test_evdsi.R b/tests/testthat/test_evdsi.R index 280ee66..78fee7d 100644 --- a/tests/testthat/test_evdsi.R +++ b/tests/testthat/test_evdsi.R @@ -49,7 +49,7 @@ test_that("single species", { survey_sensitivity = feature_data$survey_sensitivity, survey_specificity = feature_data$survey_specificity, pu_survey_solution = site_data$survey, - pu_survey_costs = site_data$survey_cost, + pu_survey_costs = site_data$survey_cost, pu_purchase_costs = site_data$management_cost, pu_purchase_locked_in = rep(FALSE, nrow(site_data)), pu_purchase_locked_out = rep(FALSE, nrow(site_data)), From 510e70945bd2ba2fd23b7d619ef40cb99ec08362 Mon Sep 17 00:00:00 2001 From: Jeffrey Hanson Date: Tue, 9 Jul 2024 10:39:37 +1200 Subject: [PATCH 05/15] update greedy heuristic --- src/rcpp_expected_value_of_action.cpp | 93 +++++++++++++------------- src/rcpp_expected_value_of_action.h | 6 +- src/rcpp_heuristic_prioritization.cpp | 68 ++++++++++++------- tests/testthat/helper_prioritization.R | 59 +++++++--------- 4 files changed, 118 insertions(+), 108 deletions(-) diff --git a/src/rcpp_expected_value_of_action.cpp b/src/rcpp_expected_value_of_action.cpp index 69dfb31..a742c90 100644 --- a/src/rcpp_expected_value_of_action.cpp +++ b/src/rcpp_expected_value_of_action.cpp @@ -72,60 +72,61 @@ double exact_expected_value_of_action( } double approx_expected_value_of_action( - Eigen::MatrixXd &pij, - Rcpp::IntegerVector &target_values) { - if (static_cast(pij.cols()) < Rcpp::max(target_values)) { - Rcpp::stop("prioritization contains fewer planning units than a target"); - } + std::vector> &pij, + Rcpp::IntegerVector &curr_n, + Rcpp::IntegerVector &target_values, + std::vector &extra_n +) { + // initialze values double out = 0.0; - const std::size_t n_f = pij.rows(); - const std::size_t n_pu = pij.cols(); + std::size_t curr_spp_n; + const std::size_t n_f = pij.size(); Rcpp::NumericVector curr_density_probs; - std::vector curr_spp_probs; std::vector curr_target_values; + std::vector curr_spp_probs; + // main calculations for (std::size_t i = 0; i < n_f; ++i) { - // find non-zero species probabilities - // this is because the approximation methods in PoissonBinomial - // require non-zero values - curr_spp_probs.reserve(n_pu); - for (std::size_t j = 0; j < n_pu; ++j) { - if (pij(i, j) > 0.0) { - curr_spp_probs.push_back(pij(i, j)); - } - } - // if there are no non-zero probabilities, then skip rest of loop - if (curr_spp_probs.size() == 0) { - continue; - } - // prepare target values - curr_target_values.resize((curr_spp_probs.size() - target_values[i]) + 1); - std::iota( - curr_target_values.begin(), - curr_target_values.end(), - target_values[i] - ); - // calculate probability that target is met - if ( - (curr_spp_probs.size() == 1) && - (target_values[i] == 1.0) + // determine number of planning units with non-zero probabilities + // of occupancy for species + curr_spp_n = curr_n[i] + extra_n[i]; + // calculate probability that species target is met + if ((curr_spp_n == 1) && (target_values[0] == 1)) { + // manually calculate if only one selected planning unit has non-zero + // probability of species occurrence and target value of 1 + // this is due to a bug in PoissonBinomial library + out += pij[i][0]; + } else if ( + (curr_spp_n > 1) && + !(static_cast(target_values[i]) > curr_spp_n) ) { - /// if running calculations for only one probability value and - /// the target is equal to one, then manually calculate the probability - /// since PoissonBinomial library gets it wrong - out += curr_spp_probs[0]; - } else { - /// othweise use the PoissonBinomial library to run the calculations - curr_density_probs = PoissonBinomial::dpb_na( - Rcpp::wrap(curr_target_values), - Rcpp::wrap(curr_spp_probs), - false + // otherwise, use PoissonBinomial library to run calculations + /// prepare probability data + curr_spp_probs.resize(curr_spp_n); + std::copy( + pij[i].cbegin(), + pij[i].cbegin() + curr_spp_n, + curr_spp_probs.begin() + ); + + /// prepare target data + curr_target_values.resize((curr_spp_n - target_values[i]) + 1); + std::iota( + curr_target_values.begin(), + curr_target_values.end(), + target_values[i] + ); + + /// otherwise, use the PoissonBinomial library to run the calculations + out += Rcpp::sum( + PoissonBinomial::dpb_na( + Rcpp::wrap(curr_target_values), + Rcpp::wrap(curr_spp_probs), + false + ) ); - // add the prob. of the species' target being met to the running total - out += Rcpp::sum(curr_density_probs); } - // clean up species probability data - curr_spp_probs.clear(); } + // return result return out; } diff --git a/src/rcpp_expected_value_of_action.h b/src/rcpp_expected_value_of_action.h index c6c7e6c..21a7ecd 100644 --- a/src/rcpp_expected_value_of_action.h +++ b/src/rcpp_expected_value_of_action.h @@ -9,7 +9,11 @@ double expected_value_of_action( std::vector&, Eigen::MatrixXd&, Eigen::VectorXi&); double approx_expected_value_of_action( - Eigen::MatrixXd&, Rcpp::IntegerVector&); + std::vector>&, + Rcpp::IntegerVector&, + Rcpp::IntegerVector&, + std::vector& +); double exact_expected_value_of_action( Eigen::MatrixXd&, Rcpp::IntegerVector&); diff --git a/src/rcpp_heuristic_prioritization.cpp b/src/rcpp_heuristic_prioritization.cpp index 62abe74..ac0273e 100644 --- a/src/rcpp_heuristic_prioritization.cpp +++ b/src/rcpp_heuristic_prioritization.cpp @@ -30,7 +30,6 @@ void greedy_heuristic_prioritization( double curr_ce; double new_ce; double obj; - double curr_cost; double curr_obj; double prev_obj; Rcpp::IntegerVector real_target = Rcpp::wrap(target); @@ -41,6 +40,8 @@ void greedy_heuristic_prioritization( solution.begin(), solution.end(), 0); std::size_t n_pu_remaining = std::accumulate( solution_rem_pu.begin(), solution_rem_pu.end(), 0); + std::vector extra_n(n_f); + std::vector zeros(n_f, 0); // variable to keep track of costs in unselected planning units Eigen::VectorXd costs_rem_pu = pu_costs; Eigen::VectorXd costs_rem_pu_sorted; @@ -53,18 +54,28 @@ void greedy_heuristic_prioritization( costs_rem_pu.data(); // initialize rij data for optimization - Eigen::MatrixXd curr_rij = rij; + std::vector> curr_rij(n_f); + Rcpp::IntegerVector curr_n(n_f, 0); + for (std::size_t i = 0; i < n_f; ++i) { + curr_rij[i].resize(n_pu); + } for (std::size_t i = 0; i < n_pu; ++i) { - if (!solution[i]) { - curr_rij.col(i).setZero(); + if (solution[i]) { + for (std::size_t j = 0; j < n_f; ++j) { + if (rij(j, i) > 1.0e-10) { + curr_rij[j][curr_n[j]] = rij(j, i); + ++curr_n[j]; + } + } } } // calculate objective value for starting solution if (n_pu_selected > 0) { - curr_target = Rcpp::pmin(real_target, n_pu_selected); - prev_obj = approx_expected_value_of_action(curr_rij, curr_target); - // prev_obj = approx_expected_value_of_action(curr_rij, curr_target); + curr_target = Rcpp::pmin(real_target, curr_n); + prev_obj = approx_expected_value_of_action( + curr_rij, curr_n, curr_target, zeros + ); } else { prev_obj = 0.0; curr_target = Rcpp::pmin(real_target, 1); @@ -84,13 +95,16 @@ void greedy_heuristic_prioritization( // note we must relcalculate the previous object ive value if changing // the targets, so that objective values from this iteration // can be compared with current solution - if ((n_pu_selected > 0) && (n_pu_selected < (max_target + 1))) { - curr_target = Rcpp::pmin(real_target, n_pu_selected); - prev_obj = approx_expected_value_of_action(curr_rij, curr_target); + if ( + (n_pu_selected > 0) && + Rcpp::is_true(Rcpp::any(real_target != curr_n)) + ) { + curr_target = Rcpp::pmin(real_target, curr_n); + prev_obj = approx_expected_value_of_action( + curr_rij, curr_n, curr_target, zeros + ); } - Rcout << "[start itr] n selected = " << n_pu_selected << " : " << std::accumulate(solution.begin(), solution.end(), 0.0) << ", curr_target = " << curr_target[0] << ", max(target) = " << max_target << std::endl; - // calculate the cost of the cheapest n-1 remaining planning units, // if the solution contains fewer planning units than the highest target if (n_pu_selected < max_target) { @@ -116,11 +130,16 @@ void greedy_heuristic_prioritization( ((std::abs(pu_costs[i] - costs_rem_pu_sorted[0])) < 1.0e-15)) && ((pu_costs[i] + solution_cost) <= budget) ) { - // calculate objective with i'th planning unit included - curr_rij.col(i) = rij.col(i); - obj = approx_expected_value_of_action(curr_rij, curr_target); - // obj = approx_expected_value_of_action(curr_rij, curr_target); - curr_rij.col(i).setZero(); + // update rij data for calculating objective value + for (std::size_t j = 0; j < n_f; ++j) { + extra_n[j] = static_cast(rij(j, i) > 1.0e-6); + curr_rij[j][curr_n[j]] = rij(j, i); + } + // calculate objective value with i'th planning unit included + obj = approx_expected_value_of_action( + curr_rij, curr_n, curr_target, extra_n + ); + // calculate cost effectiveness new_ce = (obj - prev_obj) / pu_costs[i]; // if i'th planning unit is more cost effective then prevous ones, @@ -135,18 +154,18 @@ void greedy_heuristic_prioritization( } } - Rcout << " [itr] selected = " << curr_idx << - ", prev_obj = " << prev_obj << - ", curr_obj = " << curr_obj << - ", curr_ce = " << curr_ce << std::endl; - // update loop variables solution_cost += pu_costs[curr_idx]; prev_obj = curr_obj; costs_rem_pu[curr_idx] = std::numeric_limits::max(); solution[curr_idx] = true; solution_rem_pu[curr_idx] = false; - curr_rij.col(curr_idx) = rij.col(curr_idx); + for (std::size_t j = 0; j < n_f; ++j) { + if (rij(j, curr_idx) > 1.0e-6) { + curr_rij[j][curr_n[j]] = rij(j, curr_idx); + ++curr_n[j]; + } + } ++n_pu_selected; --n_pu_remaining; if (curr_idx == min_cost_pu_idx) { @@ -157,9 +176,6 @@ void greedy_heuristic_prioritization( } } - Rcout << "[end fn] n selected = " << n_pu_selected << " : " << - std::accumulate(solution.begin(), solution.end(), 0.0) << std::endl; - // Exports return; } diff --git a/tests/testthat/helper_prioritization.R b/tests/testthat/helper_prioritization.R index b6a2224..0cc5038 100644 --- a/tests/testthat/helper_prioritization.R +++ b/tests/testthat/helper_prioritization.R @@ -28,19 +28,14 @@ r_greedy_heuristic_prioritization <- function( curr_solution[(pu_locked_in > 0.5) | (pu_costs < 1e-15)] <- TRUE curr_pu_rem_idx <- which((!curr_solution) & (pu_locked_out < 0.5)) - ## update target - if (sum(curr_solution) == 0) { - curr_target <- pmin(target, 1) - } - if ((sum(curr_solution) > 0) && sum(curr_solution) < (max(target) + 1)) { - curr_target <- pmin(target, sum(curr_solution)) - } - ## update target if (sum(curr_solution) == 0) { curr_target <- pmin(target, 1) } else { - curr_target <- pmin(target, sum(curr_solution)) + curr_target <- pmin( + target, + rowSums(rij[, which(curr_solution > 0.5), drop = FALSE] > 1e-6) + ) } # main iteration loop @@ -56,7 +51,10 @@ r_greedy_heuristic_prioritization <- function( if (sum(curr_solution) == 0) { curr_target <- pmin(target, 1) } else { - curr_target <- pmin(target, sum(curr_solution)) + curr_target <- pmin( + target, + rowSums(rij[, which(curr_solution > 0.5), drop = FALSE] > 1e-6) + ) } ## update solution cost @@ -82,12 +80,6 @@ r_greedy_heuristic_prioritization <- function( curr_min_feasible_pu_cost <- Inf } - message( - "[start itr] n selected = ", sum(curr_solution), " : ", - sum(curr_solution), ", curr_target = ", curr_target[1], - ", max(target) = ", max(target) - ) - ## calculate benefit associated with adding each remaining planning unit curr_alt_obj <- vapply(curr_pu_rem_idx, FUN.VALUE = numeric(2), function(i) { @@ -95,16 +87,25 @@ r_greedy_heuristic_prioritization <- function( ## solution from containing n number of planning units ## (where n = max(targets)) curr_feasible <- - (((curr_min_feasible_pu_cost >= pu_costs[i]) || - ((abs(pu_costs[i] - min(pu_costs)) < 1.0e-15))) && - ((pu_costs[i] + curr_solution_cost) <= budget)) + ( + (curr_min_feasible_pu_cost >= pu_costs[i]) || + ((abs(pu_costs[i] - min(pu_costs[curr_pu_rem_idx])) < 1.0e-15)) + ) && + ((pu_costs[i] + curr_solution_cost) <= budget) + ## calculate the alternate obj fun for the i'th planning unit s <- curr_solution s[i] <- TRUE - obj <- r_approx_conservation_value( - rij * matrix(s, byrow = TRUE, ncol = length(s), nrow = nrow(rij)), - curr_target - ) + + ## prepare rij data for calculating objecive value + curr_rij <- + rij * + matrix(s, byrow = TRUE, ncol = length(s), nrow = nrow(rij)) + curr_rij[curr_rij < 1e-6] <- 0 + + ## calculate objective value with i'th planning unit selected + obj <- r_approx_conservation_value(curr_rij, curr_target) + ## return data c(!curr_feasible, obj) }) @@ -114,14 +115,6 @@ r_greedy_heuristic_prioritization <- function( curr_ce[curr_alt_obj[1, ] > 0.5] <- -Inf curr_idx <- which.max(curr_ce) - - message( - " [itr] selected = ", curr_pu_rem_idx[curr_idx] - 1, - ", prev_obj = ", round(prev_obj, 4), - ", curr_obj = ", round(curr_alt_obj[2, curr_idx], 4), - ", curr_ce = ", round(max(curr_ce), 4) - ) - ## update curr_solution and curr_obj curr_solution[curr_pu_rem_idx[curr_idx]] <- TRUE curr_pu_rem_idx <- which((!curr_solution) & (pu_locked_out < 0.5)) @@ -135,10 +128,6 @@ r_greedy_heuristic_prioritization <- function( budget) } - message( - "[end fn] n selected = ", sum(curr_solution), " : ", sum(curr_solution) - ) - # return solution list(x = curr_solution, objval = rcpp_expected_value_of_action(curr_solution, rij, target)) From b00894cb21d6d1d8224cca670cfa3ba6eb1f88e5 Mon Sep 17 00:00:00 2001 From: Jeffrey Hanson Date: Tue, 9 Jul 2024 11:39:39 +1200 Subject: [PATCH 06/15] add greedy heuristic prioritization to pkg api --- DESCRIPTION | 1 + NAMESPACE | 1 + NEWS.md | 4 + R/greedy_heuristic_optimization.R | 179 ++++++++++++++++++ _pkgdown.yml | 1 + man/greedy_heuristic_prioritization.Rd | 115 +++++++++++ .../test_greedy_heuristic_prioritization.R | 40 ++++ 7 files changed, 341 insertions(+) create mode 100644 R/greedy_heuristic_optimization.R create mode 100644 man/greedy_heuristic_prioritization.Rd create mode 100644 tests/testthat/test_greedy_heuristic_prioritization.R diff --git a/DESCRIPTION b/DESCRIPTION index 1269266..f9a032b 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -103,6 +103,7 @@ Collate: 'fit_hglm_occupancy_models.R' 'fit_xgb_occupancy_models.R' 'geo_cov_survey_scheme.R' + 'greedy_heuristic_optimization.R' 'n_states.R' 'optimal_survey_scheme.R' 'package.R' diff --git a/NAMESPACE b/NAMESPACE index 7206626..f49fe24 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -10,6 +10,7 @@ export(feasible_survey_schemes) export(fit_hglm_occupancy_models) export(fit_xgb_occupancy_models) export(geo_cov_survey_scheme) +export(greedy_heuristic_prioritization) export(n_states) export(optimal_survey_scheme) export(prior_probability_matrix) diff --git a/NEWS.md b/NEWS.md index 9643ac2..8b6e676 100644 --- a/NEWS.md +++ b/NEWS.md @@ -8,6 +8,10 @@ prioritizations. This impacts `approx_near_optimal_survey_scheme()`, `approx_optimal_survey_scheme()`, `optimal_survey_scheme()`, `approx_evdsi()`, `evdsi()`, and `evdci()`. +- New `greedy_heuristic_algorithm()` function that can be used to generate + reserve selection prioritizations. This function provides access to the + internal algorithm used for the reserve selection component of the + value of information calculations. # surveyvoi 1.0.6 diff --git a/R/greedy_heuristic_optimization.R b/R/greedy_heuristic_optimization.R new file mode 100644 index 0000000..32d1123 --- /dev/null +++ b/R/greedy_heuristic_optimization.R @@ -0,0 +1,179 @@ +#' @include internal.R +NULL + +#' Greedy heuristic prioritization +#' +#' Generate a prioritization for protected area establishment. +#' +#' @inheritParams evdci +#' +#' @details +#' The prioritization is generated using a greedy heuristic algorithm. +#' The objective function for this algorithm is calculated by: +#' (i) estimating the probability that each species meets its target, +#' and (ii) calculating the sum of these probabilities. +#' Note that this function underpins the value of information calculations +#' because it is used to assess a potential management decision +#' given updated information on the presence of particular species +#' in particular sites. +#' +#' @return +#' A `list` containing the following elements: +#' \describe{ +#' \item{x}{`logical` vector indicating if each site is selected for +#' protection or not.} +#' \item{objval}{`numeric` value denoting the objective value for +#' the prioritization.} +#' } +#' +#' @examples +#' # set seeds for reproducibility +#' set.seed(123) +#' +#' # load example site data +#' data(sim_sites) +#' print(sim_sites) +#' +#' # load example feature data +#' data(sim_features) +#' print(sim_features) +#' +#' # set total budget for managing sites for conservation +#' # (i.e. 50% of the cost of managing all sites) +#' total_budget <- sum(sim_sites$management_cost) * 0.5 +#' +#' # generate reserve selection prioritization +#' results <- greedy_heuristic_prioritization( +#' sim_sites, sim_features, +#' c("p1", "p2", "p3"), +#' "management_cost", +#' "target", +#' total_budget +#' ) +#' +#' # print results +#' print(results) +#' +#' @export +greedy_heuristic_prioritization <- function( + site_data, + feature_data, + site_probability_columns, + site_management_cost_column, + feature_target_column, + total_budget, + site_management_locked_in_column = NULL, + site_management_locked_out_column = NULL +) { + # assert arguments are valid + assertthat::assert_that( + ## site_data + inherits(site_data, "sf"), ncol(site_data) > 0, + nrow(site_data) > 0, + ## feature_data + inherits(feature_data, "data.frame"), ncol(feature_data) > 0, + nrow(feature_data) > 0, + ## feature_target_column + assertthat::is.string(feature_target_column), + all(assertthat::has_name(feature_data, feature_target_column)), + is.numeric(feature_data[[feature_target_column]]), + assertthat::noNA(feature_data[[feature_target_column]]), + all(feature_data[[feature_target_column]] >= 0), + ## site_management_cost_column + assertthat::is.string(site_management_cost_column), + all(assertthat::has_name(site_data, site_management_cost_column)), + is.numeric(site_data[[site_management_cost_column]]), + assertthat::noNA(site_data[[site_management_cost_column]]), + ## total_budget + assertthat::is.number(total_budget), assertthat::noNA(total_budget), + isTRUE(total_budget > 0) + ) + ## site_management_locked_in_column + if (!is.null(site_management_locked_in_column)) { + assertthat::assert_that( + assertthat::is.string(site_management_locked_in_column), + all(assertthat::has_name(site_data, site_management_locked_in_column)), + is.logical(site_data[[site_management_locked_in_column]]), + assertthat::noNA(site_data[[site_management_locked_in_column]])) + assertthat::assert_that( + sum(site_data[[site_management_locked_in_column]] * + site_data[[site_management_cost_column]]) <= + total_budget, + msg = "cost of managing locked in sites exceeds total budget") + } + ## site_management_locked_out_column + if (!is.null(site_management_locked_out_column)) { + assertthat::assert_that( + assertthat::is.string(site_management_locked_out_column), + all(assertthat::has_name(site_data, site_management_locked_out_column)), + is.logical(site_data[[site_management_locked_out_column]]), + assertthat::noNA(site_data[[site_management_locked_out_column]])) + if (all(site_data[[site_management_locked_out_column]])) + warning("all sites locked out") + } + ## validate locked arguments if some locked in and some locked out + if (!is.null(site_management_locked_in_column) && + !is.null(site_management_locked_out_column)) { + assertthat::assert_that( + all(site_data[[site_management_locked_in_column]] + + site_data[[site_management_locked_out_column]] <= 1), + msg = "at least one planning unit is locked in and locked out") + } + ## validate targets + validate_target_data(feature_data, feature_target_column) + ## validate pij values + validate_site_probability_data(site_data, site_probability_columns) + + # drop spatial information + if (inherits(site_data, "sf")) + site_data <- sf::st_drop_geometry(site_data) + + ## prepare locked in data + if (!is.null(site_management_locked_in_column)) { + site_management_locked_in <- site_data[[site_management_locked_in_column]] + } else { + site_management_locked_in <- rep(FALSE, nrow(site_data)) + } + + ## prepare locked out data + if (!is.null(site_management_locked_out_column)) { + site_management_locked_out <- site_data[[site_management_locked_out_column]] + } else { + site_management_locked_out <- rep(FALSE, nrow(site_data)) + } + + ## validate that targets are feasible given budget and locked out units + sorted_costs <- sort( + site_data[[site_management_cost_column]][!site_management_locked_out]) + sorted_costs <- sorted_costs[ + seq_len(max(feature_data[[feature_target_column]]))] + assertthat::assert_that( + sum(sorted_costs) <= total_budget, + msg = paste("targets cannot be achieved given budget and locked out", + "planning units")) + + # create prior data + prior_data <- + t(as.matrix(site_data[, site_probability_columns, drop = FALSE])) + + # main calculation + out <- rcpp_greedy_heuristic_prioritization( + rij = prior_data, + pu_costs = site_data[[site_management_cost_column]], + pu_locked_in = as.numeric(site_management_locked_in), + pu_locked_out = as.numeric(site_management_locked_out), + target = round(feature_data[[feature_target_column]]), + budget = total_budget + ) + + # update objective value with exact calculation + out$objval <- rcpp_expected_value_of_action( + out$x, + prior_data, + round(feature_data[[feature_target_column]]) + ) + + # return result + out + +} diff --git a/_pkgdown.yml b/_pkgdown.yml index c3fce5e..d011202 100644 --- a/_pkgdown.yml +++ b/_pkgdown.yml @@ -51,5 +51,6 @@ reference: - title: Miscellaneous function desc: Assorted functions with varying uses contents: + - greedy_heuristic_prioritization - relative_site_richness_scores - relative_site_uncertainty_scores diff --git a/man/greedy_heuristic_prioritization.Rd b/man/greedy_heuristic_prioritization.Rd new file mode 100644 index 0000000..b2585e2 --- /dev/null +++ b/man/greedy_heuristic_prioritization.Rd @@ -0,0 +1,115 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/greedy_heuristic_optimization.R +\name{greedy_heuristic_prioritization} +\alias{greedy_heuristic_prioritization} +\title{Greedy heuristic prioritization} +\usage{ +greedy_heuristic_prioritization( + site_data, + feature_data, + site_probability_columns, + site_management_cost_column, + feature_target_column, + total_budget, + site_management_locked_in_column = NULL, + site_management_locked_out_column = NULL +) +} +\arguments{ +\item{site_data}{\code{\link[sf:sf]{sf::sf()}} object with site data.} + +\item{feature_data}{\code{\link[base:data.frame]{base::data.frame()}} object with feature data.} + +\item{site_probability_columns}{\code{character} names of \code{numeric} +columns in the argument to \code{site_data} that contain modeled +probabilities of occupancy for each feature in each site. +Each column should correspond to a different feature, and contain +probability data (values between zero and one). No missing (\code{NA}) +values are permitted in these columns.} + +\item{site_management_cost_column}{\code{character} name of column in the +argument to \code{site_data} that contains costs for managing each +site for conservation. This column should have \code{numeric} values that +are equal to or greater than zero. No missing (\code{NA}) values are +permitted in this column.} + +\item{feature_target_column}{\code{character} name of the column in the +argument to \code{feature_data} that contains the \eqn{target} +values used to parametrize the conservation benefit of managing of each +feature. +This column should have \code{numeric} values that +are equal to or greater than zero. No missing (\code{NA}) values are +permitted in this column.} + +\item{total_budget}{\code{numeric} maximum expenditure permitted +for conducting surveys and managing sites for conservation.} + +\item{site_management_locked_in_column}{\code{character} name of the column +in the argument to \code{site_data} that contains \code{logical} +(\code{TRUE} / \code{FALSE}) values indicating which sites should +be locked in for (\code{TRUE}) being managed for conservation or +(\code{FALSE}) not. No missing (\code{NA}) values are permitted in this +column. This is useful if some sites have already been earmarked for +conservation, or if some sites are already being managed for conservation. +Defaults to \code{NULL} such that no sites are locked in.} + +\item{site_management_locked_out_column}{\code{character} name of the column +in the argument to \code{site_data} that contains \code{logical} +(\code{TRUE} / \code{FALSE}) values indicating which sites should +be locked out for (\code{TRUE}) being managed for conservation or +(\code{FALSE}) not. No missing (\code{NA}) values are permitted in this +column. This is useful if some sites could potentially be surveyed +to improve model predictions even if they cannot be managed for +conservation. Defaults to \code{NULL} such that no sites are locked out.} +} +\value{ +A \code{list} containing the following elements: +\describe{ +\item{x}{\code{logical} vector indicating if each site is selected for +protection or not.} +\item{objval}{\code{numeric} value denoting the objective value for +the prioritization.} +} +} +\description{ +Generate a prioritization for protected area establishment. +} +\details{ +The prioritization is generated using a greedy heuristic algorithm. +The objective function for this algorithm is calculated by: +(i) estimating the probability that each species meets its target, +and (ii) calculating the sum of these probabilities. +Note that this function underpins the value of information calculations +because it is used to assess a potential management decision +given updated information on the presence of particular species +in particular sites. +} +\examples{ +# set seeds for reproducibility +set.seed(123) + +# load example site data +data(sim_sites) +print(sim_sites) + +# load example feature data +data(sim_features) +print(sim_features) + +# set total budget for managing sites for conservation + # (i.e. 50\% of the cost of managing all sites) +total_budget <- sum(sim_sites$management_cost) * 0.5 + +# generate reserve selection prioritization +results <- greedy_heuristic_prioritization( + sim_sites, sim_features, + c("p1", "p2", "p3"), + "management_cost", + "target", + total_budget +) + +# print results +print(results) + +} diff --git a/tests/testthat/test_greedy_heuristic_prioritization.R b/tests/testthat/test_greedy_heuristic_prioritization.R new file mode 100644 index 0000000..1ce1449 --- /dev/null +++ b/tests/testthat/test_greedy_heuristic_prioritization.R @@ -0,0 +1,40 @@ +context("greedy_heuristic_prioritization") + +test_that("expected result", { + # data + site_data <- sf::st_as_sf( + tibble::tibble( + x = seq_len(3), + y = x, + management_cost = c(100, 100, 100), + locked_in = c(FALSE, FALSE, FALSE), + locked_out = c(FALSE, FALSE, FALSE), + p1 = c(0.8, 0.8, 0.8), + p2 = c(0.05, 0.8, 0.8) + ), + coords = c("x", "y") + ) + feature_data <- tibble::tibble( + name = letters[1:2], + target = c(1, 1) + ) + budget = 300 + # results + x <- greedy_heuristic_prioritization( + site_data, + feature_data, + site_probability_columns = c("p1", "p2"), + site_management_cost_column = "management_cost", + feature_target_column = "target", + total_budget = budget, + site_management_locked_in_column = "locked_in", + site_management_locked_out_column = "locked_out" + ) + # tests + expect_equal(x$x, c(FALSE, TRUE, TRUE)) + expect_equal( + x$objval, + # sum of probability values that each species meets its target + (1 - ((1 - 0.8) * (1 - 0.8))) * 2 + ) +}) From 2c2eed8434dd23d73162e454d068eaed142eaa47 Mon Sep 17 00:00:00 2001 From: Jeffrey Hanson Date: Wed, 10 Jul 2024 09:43:19 +1200 Subject: [PATCH 07/15] improve greedy heuristic algo - fix bug in checking feasibility of selecting new sites --- src/rcpp_heuristic_prioritization.cpp | 6 +-- tests/testthat/helper_prioritization.R | 13 +++-- ...est_rcpp_greedy_heuristic_prioritization.R | 53 ++++++++++++++++++- 3 files changed, 63 insertions(+), 9 deletions(-) diff --git a/src/rcpp_heuristic_prioritization.cpp b/src/rcpp_heuristic_prioritization.cpp index ac0273e..3e0ce2a 100644 --- a/src/rcpp_heuristic_prioritization.cpp +++ b/src/rcpp_heuristic_prioritization.cpp @@ -107,8 +107,8 @@ void greedy_heuristic_prioritization( // calculate the cost of the cheapest n-1 remaining planning units, // if the solution contains fewer planning units than the highest target - if (n_pu_selected < max_target) { - n_additional_units_needed = max_target - n_pu_selected; + if ((n_pu_selected + 1) < max_target) { + n_additional_units_needed = max_target - n_pu_selected - 1; costs_rem_pu_sorted = costs_rem_pu; std::partial_sort( costs_rem_pu_sorted.data(), costs_rem_pu_sorted.data() + @@ -126,7 +126,7 @@ void greedy_heuristic_prioritization( for (std::size_t i = 0; i < n_pu; ++i) { if (solution_rem_pu[i]) { if ( - ((curr_min_feasible_pu_cost >= pu_costs[i]) || + ((pu_costs[i] <= curr_min_feasible_pu_cost) || ((std::abs(pu_costs[i] - costs_rem_pu_sorted[0])) < 1.0e-15)) && ((pu_costs[i] + solution_cost) <= budget) ) { diff --git a/tests/testthat/helper_prioritization.R b/tests/testthat/helper_prioritization.R index 0cc5038..9ea6c21 100644 --- a/tests/testthat/helper_prioritization.R +++ b/tests/testthat/helper_prioritization.R @@ -71,11 +71,14 @@ r_greedy_heuristic_prioritization <- function( } ## calculate the cost of the cheapest n-1 remaining planning units - if (sum(curr_solution) < max(target)) { + if ((sum(curr_solution) + 1) < max(target)) { + curr_solution_cost <- sum(curr_solution * pu_costs) + curr_rem_pu_costs <- pu_costs[!curr_solution] + n_pu_needed_to_meet_target <- max(target) - sum(curr_solution) + cheapest_rem_pu_needed_to_meet_max_target <- + sort(curr_rem_pu_costs)[seq_len(n_pu_needed_to_meet_target - 1)] curr_min_feasible_pu_cost <- budget - - (sum(curr_solution * pu_costs) + - sum(sort(pu_costs[!curr_solution])[seq_len(max(target) - - sum(curr_solution))])) + (curr_solution_cost + sum(cheapest_rem_pu_needed_to_meet_max_target)) } else { curr_min_feasible_pu_cost <- Inf } @@ -88,7 +91,7 @@ r_greedy_heuristic_prioritization <- function( ## (where n = max(targets)) curr_feasible <- ( - (curr_min_feasible_pu_cost >= pu_costs[i]) || + (pu_costs[i] <= curr_min_feasible_pu_cost) || ((abs(pu_costs[i] - min(pu_costs[curr_pu_rem_idx])) < 1.0e-15)) ) && ((pu_costs[i] + curr_solution_cost) <= budget) diff --git a/tests/testthat/test_rcpp_greedy_heuristic_prioritization.R b/tests/testthat/test_rcpp_greedy_heuristic_prioritization.R index b61b856..cb8d84e 100644 --- a/tests/testthat/test_rcpp_greedy_heuristic_prioritization.R +++ b/tests/testthat/test_rcpp_greedy_heuristic_prioritization.R @@ -132,7 +132,7 @@ test_that("edge case", { expect_lte(abs(r1$objval - r3$objval), 1e-4) }) -test_that("highly variable costs", { +test_that("highly variable costs (test 1)", { # data set.seed(123) n_sites <- 12 @@ -157,3 +157,54 @@ test_that("highly variable costs", { expect_gte(mean(r1$x == r3$x), 0.6) # expect similar solutions expect_lte((r3$objval - r1$objval) / r3$objval, 0.15) # expect <15% optimality }) + +test_that("highly variable costs (test 2)", { + set.seed(123) + n_sites <- 7 + n_f <- 2 + target <- c(3, n_f) + rij <- matrix(runif(n_sites * n_f), ncol = n_sites, nrow = n_f) + pu_costs <- runif(n_sites) + budget <- sum(pu_costs) * 0.3 + pu_costs[c(6:7)] <- 1e+5 + pu_costs <- round(pu_costs, 3) + pu_locked_in <- rep(0, ncol(rij)) + pu_locked_out <- rep(0, ncol(rij)) + # results + r1 <- r_greedy_heuristic_prioritization( + rij, pu_costs, pu_locked_in, pu_locked_out, target, budget) + r2 <- rcpp_greedy_heuristic_prioritization( + rij, pu_costs, pu_locked_in, pu_locked_out, target, budget) + r3 <- brute_force_prioritization( + rij, pu_costs, pu_locked_in, pu_locked_out, target, budget) + # tests + expect_equal(r1$x, r2$x) + expect_equal(r1$objval, r2$objval) + expect_equal(r1$x, r3$x) + expect_equal(r1$objval, r3$objval) +}) + +test_that("highly variable costs (test 3)", { + set.seed(123) + n_sites <- 7 + n_f <- 2 + target <- c(3, n_f) + rij <- matrix(0.01, ncol = n_sites, nrow = n_f) + rij[, 2] <- rep(0.99, n_f) + pu_costs <- c(0.1, 2, 0.101, 0.102, 0.103, 100, 100) + budget <- sum(sort(pu_costs[-2])[1:2]) + pu_costs[2] + 0.0001 + pu_locked_in <- rep(0, ncol(rij)) + pu_locked_out <- rep(0, ncol(rij)) + # results + r1 <- r_greedy_heuristic_prioritization( + rij, pu_costs, pu_locked_in, pu_locked_out, target, budget) + r2 <- rcpp_greedy_heuristic_prioritization( + rij, pu_costs, pu_locked_in, pu_locked_out, target, budget) + r3 <- brute_force_prioritization( + rij, pu_costs, pu_locked_in, pu_locked_out, target, budget) + # tests + expect_equal(r1$x, r2$x) + expect_equal(r1$objval, r2$objval) + expect_equal(r1$x, r3$x) + expect_equal(r1$objval, r3$objval) +}) From 607ded087d00afb101440b6815d65198e8401d20 Mon Sep 17 00:00:00 2001 From: Jeffrey Hanson Date: Wed, 10 Jul 2024 09:47:51 +1200 Subject: [PATCH 08/15] add large test for expected value of action calcs --- .../test_rcpp_expected_value_of_action.R | 41 +++++++++++++++++++ 1 file changed, 41 insertions(+) diff --git a/tests/testthat/test_rcpp_expected_value_of_action.R b/tests/testthat/test_rcpp_expected_value_of_action.R index eb755a2..bebfd4d 100644 --- a/tests/testthat/test_rcpp_expected_value_of_action.R +++ b/tests/testthat/test_rcpp_expected_value_of_action.R @@ -77,3 +77,44 @@ test_that("correct result (target = c(2, 2))", { # tests expect_equal(r1, r2) }) + +test_that("correct result (target = c(10, 10))", { + # data + set.seed(123) + site_data <- sf::st_as_sf( + tibble::tibble( + x = seq_len(20), + y = x, + solution = sample(c(TRUE, FALSE), size = 20, replace = TRUE), + f1 = sample(c(1, 0), size = 20, replace = TRUE), + f2 = sample(c(1, 0), size = 20, replace = TRUE), + n1 = sample(c(1, 0), size = 20, replace = TRUE), + n2 =sample(c(1, 0), size = 20, replace = TRUE), + p1 = runif(20), + p2 = runif(20) + ), + coords = c("x", "y")) + feature_data <- tibble::tibble( + name = letters[1:2], + survey = rep(TRUE, 2), + sensitivity = c(0.5, 0.96), + specificity = c(0.34, 0.92), + model_sensitivity = c(0.8, 0.7), + model_specificity = c(0.92, 0.9), + target = c(10, 10)) + site_det_columns <- c("f1", "f2") + site_n_columns <- c("n1", "n2") + site_prb_columns <- c("p1", "p2") + prior_data <- prior_probability_matrix( + site_data, feature_data, + site_det_columns, site_n_columns, site_prb_columns, + "sensitivity", "specificity", + "model_sensitivity", "model_specificity") + # calculations + r1 <- rcpp_expected_value_of_action( + site_data$solution, prior_data, feature_data$target) + r2 <- r_expected_value_of_action( + site_data$solution, prior_data, feature_data$target) + # tests + expect_equal(r1, r2) +}) From 857fd180f35f20301d167baeeb4d0d8883c4e159 Mon Sep 17 00:00:00 2001 From: Jeffrey Hanson Date: Wed, 10 Jul 2024 11:02:18 +1200 Subject: [PATCH 09/15] use PoissonBinomial for correct prob calcs --- tests/testthat/helper_misc.R | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/tests/testthat/helper_misc.R b/tests/testthat/helper_misc.R index 14a2a5c..8e7bbbd 100644 --- a/tests/testthat/helper_misc.R +++ b/tests/testthat/helper_misc.R @@ -38,7 +38,8 @@ se <- function(x) sqrt(var(x) / length(x)) r_conservation_value <- function(pij, target) { assertthat::assert_that(all(target <= ncol(pij))) out <- vapply(seq_along(target), FUN.VALUE = numeric(1), function(i) { - convolve_binomial(pij[i, ], target[i]) + sum(PoissonBinomial::dpbinom( + seq(target[i], ncol(pij)), pij[i, ], method = "DivideFFT")) }) sum(out) } From 4430faa60e63a716a842ef741a0c4b90bb370efa Mon Sep 17 00:00:00 2001 From: Jeffrey Hanson Date: Wed, 10 Jul 2024 11:04:01 +1200 Subject: [PATCH 10/15] increase precision for test --- tests/testthat/test_rcpp_greedy_heuristic_prioritization.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/testthat/test_rcpp_greedy_heuristic_prioritization.R b/tests/testthat/test_rcpp_greedy_heuristic_prioritization.R index cb8d84e..ced50b0 100644 --- a/tests/testthat/test_rcpp_greedy_heuristic_prioritization.R +++ b/tests/testthat/test_rcpp_greedy_heuristic_prioritization.R @@ -74,7 +74,7 @@ test_that("expected result (one feature has all 0s)", { expect_true(all(r1$x)) expect_true(all(r2$x)) expect_lte(abs(r1$objval - r2$objval), 1e-5) - expect_lte(abs(r1$objval - r3$objval), 1e-4) + expect_lte(abs(r1$objval - r3$objval), 1e-5) }) test_that("complex example", { From 65acc88be3d7f4bfc1f191d3786149da0c95a695 Mon Sep 17 00:00:00 2001 From: Jeffrey Hanson Date: Wed, 10 Jul 2024 14:08:10 +1200 Subject: [PATCH 11/15] version bump + update data --- DESCRIPTION | 2 +- NEWS.md | 19 ++++++------- README.Rmd | 24 ++++++++++------- README.md | 61 +++++++++++++++++++++--------------------- data/sim_features.rda | Bin 364 -> 364 bytes data/sim_sites.rda | Bin 820 -> 804 bytes 6 files changed, 56 insertions(+), 50 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index f9a032b..7688ff0 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: surveyvoi Type: Package -Version: 1.0.6.1 +Version: 1.1.0.0 Title: Survey Value of Information Description: Decision support tool for prioritizing sites for ecological surveys based on their potential to improve plans for conserving diff --git a/NEWS.md b/NEWS.md index 8b6e676..fab4fe7 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,17 +1,18 @@ -# surveyvoi 1.0.6.1 +# surveyvoi 1.1.0.0 -- Fix bug in `approx_near_optimal_survey_scheme()`, - `approx_optimal_survey_scheme()`, `optimal_survey_scheme()`, - `approx_evdsi()`, `evdsi()`, and `evdci()` where all species were incorrectly - assigned the same target as the first species. -- Update internal greedy reserve selection algorithm to find better quality - prioritizations. This impacts `approx_near_optimal_survey_scheme()`, - `approx_optimal_survey_scheme()`, `optimal_survey_scheme()`, - `approx_evdsi()`, `evdsi()`, and `evdci()`. - New `greedy_heuristic_algorithm()` function that can be used to generate reserve selection prioritizations. This function provides access to the internal algorithm used for the reserve selection component of the value of information calculations. +- Update internal greedy reserve selection algorithm to find better quality + prioritizations. This impacts `approx_near_optimal_survey_scheme()`, + `approx_optimal_survey_scheme()`, `optimal_survey_scheme()`, + `approx_evdsi()`, `evdsi()`, and `evdci()`. +- Update `sim_sites` and `sim_features` example datasets. +- Fix bug in `approx_near_optimal_survey_scheme()`, + `approx_optimal_survey_scheme()`, `optimal_survey_scheme()`, + `approx_evdsi()`, `evdsi()`, and `evdci()` where all species were incorrectly + assigned the same target as the first species during calculations. # surveyvoi 1.0.6 diff --git a/README.Rmd b/README.Rmd index 9a74af5..91a1840 100644 --- a/README.Rmd +++ b/README.Rmd @@ -17,11 +17,11 @@ output: [![Coverage Status](https://img.shields.io/codecov/c/github/prioritizr/surveyvoi?label=Coverage)](https://app.codecov.io/gh/prioritizr/surveyvoi/branch/master) [![CRAN_Status_Badge](http://www.r-pkg.org/badges/version/surveyvoi)](https://CRAN.R-project.org/package=surveyvoi) -```{r, include = FALSE} +```{r "knitr_config", include = FALSE} knitr::opts_chunk$set(fig.path = "man/figures/README-", fig.align = "center") ``` -```{r, include = FALSE} +```{r "initialization", include = FALSE} devtools::load_all() h = 2.75 w = 3.0 @@ -86,7 +86,7 @@ Please cite the _surveyvoi R_ package when using it in publications. To cite the Here we provide a short example showing how to use the _surveyvoi R_ package to prioritize funds for ecological surveys. In this example, we will generate plans for conducting ecological surveys (termed "survey schemes") using simulated data for six sites and three conservation features (e.g. bird species). To start off, we will set the seed for the random number generator for reproducibility and load some R packages. ```{r, message = FALSE} -set.seed(501) # set RNG for reproducibility +set.seed(502) # set RNG for reproducibility library(surveyvoi) # package for value of information analysis library(dplyr) # package for preparing data library(tidyr) # package for preparing data @@ -96,19 +96,22 @@ library(ggplot2) # package for plotting data Now we will load some datasets that are distributed with the package. First, we will load the `sim_sites` object. This spatially explicit dataset (i.e. `sf` object) contains information on the sites within our study area. Critically, it contains (i) sites that have already been surveyed, (ii) candidate sites for additional surveys, (iii) sites that have already been protected, and (iv) candidate sites that could be protected in the future. Each row corresponds to a different site, and each column describes different properties associated with each site. In this table, the `"management_cost"` column indicates the cost of protecting each site; `"survey_cost"` column indicates the cost of conducting an ecological survey within each site; and `"e1"` and `"e2"` columns contain environmental data for each site (not used in this example). The remaining columns describe the existing survey data and the spatial distribution of the features across the sites. The `"n1"`, `"n2"`, and `"n3"` columns indicate the number of surveys conducted within each site that looked for each of the three features (respectively); and `"f1"`, `"f2"`, and `"f3"` columns describe the proportion of surveys within each site that looked for each feature where the feature was detected (respectively). For example, if `"n1"` has a value of 2 and `"f1"` has a value of 0.5 for a given site, then the feature `"f1"` was detected in only one of the two surveys conducted in this site that looked for the feature. Finally, the `"p1"`, `"p2"`, and `"p3"` columns contain modeled probability estimates of each species being present in each site (see `fit_hglm_occupancy_models()` and `fit_xgb_occupancy_models()` to generate such estimates for your own data). -```{r, fig.height = h, fig.width = w} +```{r "load_site_data"} # load data data(sim_sites) # print table print(sim_sites, width = Inf) +```{r "management_cost_plot", fig.height = h, fig.width = w} # plot cost of protecting each site ggplot(sim_sites) + geom_sf(aes(color = management_cost), size = 4) + ggtitle("management_cost") + theme(legend.title = element_blank()) +``` +```{r "survey_cost_plot", fig.height = h, fig.width = w} # plot cost of conducting an additional survey in each site # note that these costs are much lower than the protection costs ggplot(sim_sites) + @@ -154,7 +157,7 @@ scale_color_continuous(limits = c(0, 1)) Next, we will load the `sim_features` object. This table contains information on the conservation features (e.g. species). Specifically, each row corresponds to a different feature, and each column contains information associated with the features. In this table, the `"name"` column contains the name of each feature; `"survey"` column indicates whether future surveys would look for this species; `"survey_sensitivity"` and `"survey_specificity"` columns denote the sensitivity (true positive rate) and specificity (true negative rate) for the survey methodology for correctly detecting the feature; `"model_sensitivity"` and `"model_specificity"` columns denote the sensitivity (true positive rate) and specificity (true negative rate) for the species distribution models fitted for each feature; and `"target"` column denotes the required number of protected sites for each feature (termed "representation target", each feature has a target of `r sim_features$target[1]` site). -```{r} +```{r "load_feature_data"} # load data data(sim_features) @@ -166,9 +169,9 @@ After loading the data, we will now generate an optimized ecological survey sche To perform the optimization, we will set a total budget for (i) protecting sites and (ii) surveying sites. Although you might be hesitant to specify a budget, please recall that you would make very different plans depending on available funds. For instance, if you have near infinite funds then you wouldn't bother conducting any surveys and simply protect everything. Similarly, if you had very limited funds, then you wouldn't survey any sites to ensure that at least one site could be protected. Generally, conservation planning problems occur somewhere between these two extremes---but the optimization process can't take that into account if you don't specify a budget. For brevity, here we will set the total budget as 90% of the total costs for protecting sites. -```{r, message = FALSE, results = FALSE} +```{r "generate_optimal_survey_scheme", message = FALSE, results = FALSE} # calculate budget -budget <- sum(0.90 * sim_sites$management_cost) +budget <- sum(0.4 * sim_sites$management_cost) # generate optimized survey scheme opt_scheme <- @@ -188,10 +191,11 @@ opt_scheme <- feature_target_column = "target", total_budget = budget, survey_budget = budget, - verbose = TRUE) + verbose = TRUE + ) ``` -```{r, include = FALSE} +```{r "validation", include = FALSE} # ensure that at least one site is selected assertthat::assert_that( sum(c(opt_scheme[1, ])) >= 1, @@ -199,7 +203,7 @@ assertthat::assert_that( ) ``` -```{r, fig.height = h, fig.width = w * 1.5} +```{r "survey_scheme_plot", fig.height = h, fig.width = w * 1.5} # the opt_scheme object is a matrix that contains the survey schemes # each column corresponds to a different site, # and each row corresponds to a different solution diff --git a/README.md b/README.md index 3aaf975..2c6437d 100644 --- a/README.md +++ b/README.md @@ -111,7 +111,7 @@ features (e.g. bird species). To start off, we will set the seed for the random number generator for reproducibility and load some R packages. ``` r -set.seed(501) # set RNG for reproducibility +set.seed(502) # set RNG for reproducibility library(surveyvoi) # package for value of information analysis library(dplyr) # package for preparing data library(tidyr) # package for preparing data @@ -156,25 +156,25 @@ print(sim_sites, width = Inf) ## Simple feature collection with 6 features and 13 fields ## Geometry type: POINT ## Dimension: XY - ## Bounding box: xmin: 0.10513 ymin: 0.04556193 xmax: 0.9764926 ymax: 0.8637977 + ## Bounding box: xmin: 0.02541313 ymin: 0.07851093 xmax: 0.9888107 ymax: 0.717068 ## CRS: NA ## # A tibble: 6 × 14 - ## survey_cost management_cost f1 f2 f3 n1 n2 n3 e1 e2 - ## - ## 1 14 102 1 1 1 3 3 3 1.00 -0.848 - ## 2 25 90 0 0 0 0 0 0 -1.44 1.27 - ## 3 25 165 1 0.6 0 5 5 5 1.25 0.817 - ## 4 17 104 0 0 0 0 0 0 -0.484 -0.292 - ## 5 18 100 0 0 0 0 0 0 0.0135 0.380 - ## 6 15 94 0 0 0 0 0 0 -0.347 -1.33 + ## survey_cost management_cost f1 f2 f3 n1 n2 n3 e1 e2 + ## + ## 1 19 99 0 0 0 0 0 0 1.13 0.535 + ## 2 22 87 0 1 0.25 4 4 4 -1.37 -1.45 + ## 3 13 94 1 1 0 1 1 1 0.155 -0.867 + ## 4 19 61 0 0 0 0 0 0 -0.792 1.32 + ## 5 9 105 0 0 0 0 0 0 -0.194 0.238 + ## 6 12 136 0 0 0 0 0 0 1.07 0.220 ## p1 p2 p3 geometry ## - ## 1 1 0.999 0.789 (0.1589075 0.8637977) - ## 2 0 0 0.112 (0.9764926 0.7485368) - ## 3 1 0.419 0.012 (0.8362375 0.2282762) - ## 4 0.022 0.502 0.834 (0.10513 0.179855) - ## 5 0.318 0.13 0.225 (0.5985786 0.04556193) - ## 6 0.474 0.997 0.991 (0.1504241 0.6821156) + ## 1 0.999 0.988 0.21 (0.03529733 0.544939) + ## 2 0.001 0.995 0.152 (0.33276 0.3174416) + ## 3 0.966 1 0.017 (0.6141922 0.07851093) + ## 4 0 0 1 (0.02541313 0.1147132) + ## 5 0.11 0.006 0.831 (0.9888107 0.2152785) + ## 6 1 1 0.082 (0.9038749 0.717068) ``` r # plot cost of protecting each site @@ -184,7 +184,7 @@ ggtitle("management_cost") + theme(legend.title = element_blank()) ``` - + ``` r # plot cost of conducting an additional survey in each site @@ -195,7 +195,7 @@ ggtitle("survey_cost") + theme(legend.title = element_blank()) ``` - + ``` r # plot survey data @@ -252,7 +252,7 @@ sensitivity (true positive rate) and specificity (true negative rate) for the species distribution models fitted for each feature; and `"target"` column denotes the required number of protected sites for each feature (termed “representation target”, each feature has a target -of 1 site). +of 2 site). ``` r # load data @@ -265,14 +265,14 @@ print(sim_features, width = Inf) ## # A tibble: 3 × 7 ## name survey survey_sensitivity survey_specificity model_sensitivity ## - ## 1 f1 TRUE 0.954 0.886 0.718 - ## 2 f2 TRUE 0.974 0.875 0.705 - ## 3 f3 TRUE 0.956 0.823 0.768 + ## 1 f1 TRUE 0.951 0.854 0.711 + ## 2 f2 TRUE 0.990 0.832 0.722 + ## 3 f3 TRUE 0.986 0.808 0.772 ## model_specificity target ## - ## 1 0.811 1 - ## 2 0.860 1 - ## 3 0.887 1 + ## 1 0.841 2 + ## 2 0.806 2 + ## 3 0.871 2 After loading the data, we will now generate an optimized ecological survey scheme. To achieve this, we will use @@ -298,7 +298,7 @@ sites. ``` r # calculate budget -budget <- sum(0.90 * sim_sites$management_cost) +budget <- sum(0.4 * sim_sites$management_cost) # generate optimized survey scheme opt_scheme <- @@ -318,7 +318,8 @@ opt_scheme <- feature_target_column = "target", total_budget = budget, survey_budget = budget, - verbose = TRUE) + verbose = TRUE + ) ``` ``` r @@ -330,8 +331,8 @@ opt_scheme <- print(str(opt_scheme)) ``` - ## logi [1, 1:6] FALSE TRUE FALSE TRUE TRUE TRUE - ## - attr(*, "ev")= num [1, 1:100] 3 3 3 3 3 ... + ## logi [1, 1:6] TRUE FALSE FALSE TRUE TRUE FALSE + ## - attr(*, "ev")= num [1, 1:100] 0.596 0.596 0.596 0.596 0.596 ... ## NULL ``` r @@ -347,7 +348,7 @@ ggtitle("scheme") + theme(legend.title = element_blank()) ``` - + This has just been a taster of the *surveyvoi R* package. 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b/docs/articles/index.html @@ -17,7 +17,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 diff --git a/docs/articles/surveyvoi.html b/docs/articles/surveyvoi.html index 9d36679..a66a974 100644 --- a/docs/articles/surveyvoi.html +++ b/docs/articles/surveyvoi.html @@ -33,7 +33,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 @@ -72,7 +72,7 @@

surveyvoi: Survey Value of Information

Jeffrey O. Hanson

-

2024-02-14

+

2024-07-10

Source: vignettes/surveyvoi.Rmd @@ -348,7 +348,7 @@

Expected value given current i # print value print(evd_current) -
## [1] 0.9329257
+
## [1] 0.9443835

We can potentially improve the expected value of the decision given current information by learning more about which sites are more likely (and less likely) to contain the conservation feature.

@@ -482,11 +482,11 @@

Expected value
## # A tibble: 5 × 2
 ##   name            value
 ##   <chr>           <dbl>
-## 1 geo_scheme   0.961496
-## 2 env_scheme   0.962181
-## 3 unc_scheme   0.962181
-## 4 cheap_scheme 0.970257
-## 5 rich_scheme  0.962315
+## 1 geo_scheme 0.981973 +## 2 env_scheme 0.986738 +## 3 unc_scheme 0.986738 +## 4 cheap_scheme 0.993256 +## 5 rich_scheme 0.988133

We can also calculate how much the information gained from each of the survey schemes is expected to improve the management decision. This quantity is called the expected value of sample information (EVSI) for each survey scheme.

 # estimate expected value of sample information for each survey scheme
@@ -498,11 +498,11 @@ 

Expected value
## # A tibble: 5 × 3
 ##   name            value      evsi
 ##   <chr>           <dbl>     <dbl>
-## 1 geo_scheme   0.961496 0.0285702
-## 2 env_scheme   0.962181 0.0292553
-## 3 unc_scheme   0.962181 0.0292553
-## 4 cheap_scheme 0.970257 0.0373317
-## 5 rich_scheme  0.962315 0.0293891
+## 1 geo_scheme 0.981973 0.0375896 +## 2 env_scheme 0.986738 0.0423546 +## 3 unc_scheme 0.986738 0.0423546 +## 4 cheap_scheme 0.993256 0.0488727 +## 5 rich_scheme 0.988133 0.0437499

 # visualize the expected value of sample information for each survey scheme
 # color the best survey scheme in blue
@@ -587,7 +587,7 @@ 

Optimized survey scheme # calculate value print(evd_opt)

-
## [1] 0.9702607
+
## [1] 0.9934998
 # append optimized results to results table
 evd_survey_schemes <- rbind(
@@ -599,12 +599,12 @@ 

Optimized survey scheme## # A tibble: 6 × 3 ## name value evsi ## <chr> <dbl> <dbl> -## 1 geo_scheme 0.961496 0.0285702 -## 2 env_scheme 0.962181 0.0292553 -## 3 unc_scheme 0.962181 0.0292553 -## 4 cheap_scheme 0.970257 0.0373317 -## 5 rich_scheme 0.962315 0.0293891 -## 6 opt_scheme 0.970261 0.0373351

+## 1 geo_scheme 0.981973 0.0375896 +## 2 env_scheme 0.986738 0.0423546 +## 3 unc_scheme 0.986738 0.0423546 +## 4 cheap_scheme 0.993256 0.0488727 +## 5 rich_scheme 0.988133 0.0437499 +## 6 opt_scheme 0.993500 0.0491163
 # visualize expected value of sample information
 # color the best survey scheme in blue
diff --git a/docs/articles/surveyvoi_files/figure-html/unnamed-chunk-21-1.png b/docs/articles/surveyvoi_files/figure-html/unnamed-chunk-21-1.png
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  • diff --git a/docs/index.html b/docs/index.html index c6d42b1..3cb5280 100644 --- a/docs/index.html +++ b/docs/index.html @@ -46,7 +46,7 @@ surveyvoi - 1.0.6 + 1.1.0.0
    @@ -136,7 +136,7 @@

    Usage

    Here we provide a short example showing how to use the surveyvoi R package to prioritize funds for ecological surveys. In this example, we will generate plans for conducting ecological surveys (termed “survey schemes”) using simulated data for six sites and three conservation features (e.g. bird species). To start off, we will set the seed for the random number generator for reproducibility and load some R packages.

    -set.seed(501)      # set RNG for reproducibility
    +set.seed(502)      # set RNG for reproducibility
     library(surveyvoi) # package for value of information analysis
     library(dplyr)     # package for preparing data
     library(tidyr)     # package for preparing data
    @@ -151,32 +151,32 @@ 

    Usage
    ## Simple feature collection with 6 features and 13 fields
     ## Geometry type: POINT
     ## Dimension:     XY
    -## Bounding box:  xmin: 0.10513 ymin: 0.04556193 xmax: 0.9764926 ymax: 0.8637977
    +## Bounding box:  xmin: 0.02541313 ymin: 0.07851093 xmax: 0.9888107 ymax: 0.717068
     ## CRS:           NA
     ## # A tibble: 6 × 14
    -##   survey_cost management_cost    f1    f2    f3    n1    n2    n3      e1     e2
    -##         <dbl>           <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>   <dbl>  <dbl>
    -## 1          14             102     1   1       1     3     3     3  1.00   -0.848
    -## 2          25              90     0   0       0     0     0     0 -1.44    1.27 
    -## 3          25             165     1   0.6     0     5     5     5  1.25    0.817
    -## 4          17             104     0   0       0     0     0     0 -0.484  -0.292
    -## 5          18             100     0   0       0     0     0     0  0.0135  0.380
    -## 6          15              94     0   0       0     0     0     0 -0.347  -1.33 
    +##   survey_cost management_cost    f1    f2    f3    n1    n2    n3     e1     e2
    +##         <dbl>           <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>  <dbl>  <dbl>
    +## 1          19              99     0     0  0        0     0     0  1.13   0.535
    +## 2          22              87     0     1  0.25     4     4     4 -1.37  -1.45 
    +## 3          13              94     1     1  0        1     1     1  0.155 -0.867
    +## 4          19              61     0     0  0        0     0     0 -0.792  1.32 
    +## 5           9             105     0     0  0        0     0     0 -0.194  0.238
    +## 6          12             136     0     0  0        0     0     0  1.07   0.220
     ##      p1    p2    p3               geometry
     ##   <dbl> <dbl> <dbl>                <POINT>
    -## 1 1     0.999 0.789  (0.1589075 0.8637977)
    -## 2 0     0     0.112  (0.9764926 0.7485368)
    -## 3 1     0.419 0.012  (0.8362375 0.2282762)
    -## 4 0.022 0.502 0.834     (0.10513 0.179855)
    -## 5 0.318 0.13  0.225 (0.5985786 0.04556193)
    -## 6 0.474 0.997 0.991  (0.1504241 0.6821156)
    +## 1 0.999 0.988 0.21 (0.03529733 0.544939) +## 2 0.001 0.995 0.152 (0.33276 0.3174416) +## 3 0.966 1 0.017 (0.6141922 0.07851093) +## 4 0 0 1 (0.02541313 0.1147132) +## 5 0.11 0.006 0.831 (0.9888107 0.2152785) +## 6 1 1 0.082 (0.9038749 0.717068)

     # plot cost of protecting each site
     ggplot(sim_sites) +
     geom_sf(aes(color = management_cost), size = 4) +
     ggtitle("management_cost") +
     theme(legend.title = element_blank())
    -

    +

     # plot cost of conducting an additional survey in each site
     # note that these costs are much lower than the protection costs
    @@ -184,7 +184,7 @@ 

    Usage geom_sf(aes(color = survey_cost), size = 4) + ggtitle("survey_cost") + theme(legend.title = element_blank())

    -

    +

     # plot survey data
     ## n1, n2, n3: number of surveys in each site that looked for each feature
    @@ -217,7 +217,7 @@ 

    Usage facet_wrap(~name, nrow = 1) + scale_color_continuous(limits = c(0, 1))

    -

    Next, we will load the sim_features object. This table contains information on the conservation features (e.g. species). Specifically, each row corresponds to a different feature, and each column contains information associated with the features. In this table, the "name" column contains the name of each feature; "survey" column indicates whether future surveys would look for this species; "survey_sensitivity" and "survey_specificity" columns denote the sensitivity (true positive rate) and specificity (true negative rate) for the survey methodology for correctly detecting the feature; "model_sensitivity" and "model_specificity" columns denote the sensitivity (true positive rate) and specificity (true negative rate) for the species distribution models fitted for each feature; and "target" column denotes the required number of protected sites for each feature (termed “representation target”, each feature has a target of 1 site).

    +

    Next, we will load the sim_features object. This table contains information on the conservation features (e.g. species). Specifically, each row corresponds to a different feature, and each column contains information associated with the features. In this table, the "name" column contains the name of each feature; "survey" column indicates whether future surveys would look for this species; "survey_sensitivity" and "survey_specificity" columns denote the sensitivity (true positive rate) and specificity (true negative rate) for the survey methodology for correctly detecting the feature; "model_sensitivity" and "model_specificity" columns denote the sensitivity (true positive rate) and specificity (true negative rate) for the species distribution models fitted for each feature; and "target" column denotes the required number of protected sites for each feature (termed “representation target”, each feature has a target of 2 site).

     # load data
     data(sim_features)
    @@ -227,19 +227,19 @@ 

    Usage
    ## # A tibble: 3 × 7
     ##   name  survey survey_sensitivity survey_specificity model_sensitivity
     ##   <chr> <lgl>               <dbl>              <dbl>             <dbl>
    -## 1 f1    TRUE                0.954              0.886             0.718
    -## 2 f2    TRUE                0.974              0.875             0.705
    -## 3 f3    TRUE                0.956              0.823             0.768
    +## 1 f1    TRUE                0.951              0.854             0.711
    +## 2 f2    TRUE                0.990              0.832             0.722
    +## 3 f3    TRUE                0.986              0.808             0.772
     ##   model_specificity target
     ##               <dbl>  <dbl>
    -## 1             0.811      1
    -## 2             0.860      1
    -## 3             0.887      1
    +## 1 0.841 2 +## 2 0.806 2 +## 3 0.871 2

    After loading the data, we will now generate an optimized ecological survey scheme. To achieve this, we will use approx_optimal_survey_scheme() function. This function uses a greedy heuristic algorithm to maximize value of information. Although other functions can return solutions that are guaranteed to be optimal (i.e. optimal_survey_scheme()), they can take a very long time to complete because they use a brute-force approach. This function also uses an approximation routine to reduce computational burden.

    To perform the optimization, we will set a total budget for (i) protecting sites and (ii) surveying sites. Although you might be hesitant to specify a budget, please recall that you would make very different plans depending on available funds. For instance, if you have near infinite funds then you wouldn’t bother conducting any surveys and simply protect everything. Similarly, if you had very limited funds, then you wouldn’t survey any sites to ensure that at least one site could be protected. Generally, conservation planning problems occur somewhere between these two extremes—but the optimization process can’t take that into account if you don’t specify a budget. For brevity, here we will set the total budget as 90% of the total costs for protecting sites.

     # calculate budget
    -budget <- sum(0.90 * sim_sites$management_cost)
    +budget <- sum(0.4 * sim_sites$management_cost)
     
     # generate optimized survey scheme
     opt_scheme <-
    @@ -259,7 +259,8 @@ 

    Usage feature_target_column = "target", total_budget = budget, survey_budget = budget, - verbose = TRUE)

    + verbose = TRUE + )
     # the opt_scheme object is a matrix that contains the survey schemes
     # each column corresponds to a different site,
    @@ -267,8 +268,8 @@ 

    Usage # in the event that there are multiple near-optimal survey schemes, then this # matrix will have multiple rows print(str(opt_scheme))

    -
    ##  logi [1, 1:6] FALSE TRUE FALSE TRUE TRUE TRUE
    -##  - attr(*, "ev")= num [1, 1:100] 3 3 3 3 3 ...
    +
    ##  logi [1, 1:6] TRUE FALSE FALSE TRUE TRUE FALSE
    +##  - attr(*, "ev")= num [1, 1:100] 0.596 0.596 0.596 0.596 0.596 ...
     ## NULL
     # let's add the first solution (row) in opt_scheme to the site data to plot it
    @@ -281,7 +282,7 @@ 

    Usage geom_sf(aes(color = scheme), size = 4) + ggtitle("scheme") + theme(legend.title = element_blank())

    -

    +

    This has just been a taster of the surveyvoi R package. In addition to this functionality, it can be used to evaluate survey schemes using value of information analysis. Furthermore, it can be used to generate survey schemes using conventional approaches (e.g. sampling environmental gradients, and selecting places with highly uncertain information). For more information, see the package vignette.

    diff --git a/docs/news/index.html b/docs/news/index.html index 7b47a56..dd14170 100644 --- a/docs/news/index.html +++ b/docs/news/index.html @@ -17,7 +17,7 @@ surveyvoi - 1.0.6 + 1.1.0.0
    @@ -51,7 +51,14 @@

    Changelog

    - + +
    +
    +
    • Fix installation for Windows on arm64 (#50).
    • Fix aliasing for package overview help file (#49).
    • Remove CXX specification in Makevars to avoid NOTEs in package checks.
    • diff --git a/docs/pkgdown.yml b/docs/pkgdown.yml index 39fd920..4fdea13 100644 --- a/docs/pkgdown.yml +++ b/docs/pkgdown.yml @@ -3,7 +3,7 @@ pkgdown: 2.0.7 pkgdown_sha: ~ articles: surveyvoi: surveyvoi.html -last_built: 2024-02-14T22:16Z +last_built: 2024-07-09T23:25Z urls: reference: https://github.com/prioritizr/surveyvoi/reference article: https://github.com/prioritizr/surveyvoi/articles diff --git a/docs/reference/approx_evdsi.html b/docs/reference/approx_evdsi.html index 06eddb6..eceff5d 100644 --- a/docs/reference/approx_evdsi.html +++ b/docs/reference/approx_evdsi.html @@ -21,7 +21,7 @@ surveyvoi - 1.0.6 + 1.1.0.0
    diff --git a/docs/reference/approx_near_optimal_survey_scheme.html b/docs/reference/approx_near_optimal_survey_scheme.html index 6d807c5..4815bc4 100644 --- a/docs/reference/approx_near_optimal_survey_scheme.html +++ b/docs/reference/approx_near_optimal_survey_scheme.html @@ -20,7 +20,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 diff --git a/docs/reference/approx_optimal_survey_scheme.html b/docs/reference/approx_optimal_survey_scheme.html index c7577c4..c80a7e3 100644 --- a/docs/reference/approx_optimal_survey_scheme.html +++ b/docs/reference/approx_optimal_survey_scheme.html @@ -19,7 +19,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 diff --git a/docs/reference/env_div_survey_scheme.html b/docs/reference/env_div_survey_scheme.html index fe560d9..388b8ce 100644 --- a/docs/reference/env_div_survey_scheme.html +++ b/docs/reference/env_div_survey_scheme.html @@ -18,7 +18,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 diff --git a/docs/reference/evdci.html b/docs/reference/evdci.html index 32b7ceb..0ed9a83 100644 --- 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z7&Jy*KP$QKbMV<>t^6~A@9K9-???%K;iEKJ*11|C(bKm$=ak-vn>prJd{hMU=+h^+ zObCMO+uWi;CtJ4)m13A`J=SB97Z;bpM>W1>MkfQ4htYGhF0f=OYmX=XQUOpKQW9En zwuJb4^x0noeu;DD@q@ph&pSOc>1JTmq%rW!34%`hidd7qp5m~Va2brhFw)aeI~&WS z^}3qDrE57CXL;3M#eGuY8f>N;Z03DZ?+#-iqY-XH(~R)OKZ@Yo=xVD%h8%foeV>RW z!6wSc>?+b2IZv>gO=D3zFo2!Le678Hg%7FyxUy2jld5@j6kN8bVXm@aa(Y!zBgU*w z=yN*C|7N^Yw`R@wCTX%tri+?wEh=hXix8;{{cRNBvFaU%$kQWcL)%Wm$33M4GsT5y zUBGz*@oefd?obdo7hM~nT zq^xf%g*taP7xk$)ljq-D{@6ZwbaK(199mW3dwGUHd5j^S9}agsaoP&~{l>_B;`fRt z+U?+#yeF((d)uht<=7_;EvB4_ddg_nuZ@meG1|D}QsLTH$h9uxKANde9K`)K3joS?v8n@{$G@BBC0Q2qrKFMRp*sc7f==&3OKR{(`) LFxhhGOaK1>nHws& diff --git a/docs/reference/fit_hglm_occupancy_models.html b/docs/reference/fit_hglm_occupancy_models.html index e7581c2..9667085 100644 --- a/docs/reference/fit_hglm_occupancy_models.html +++ b/docs/reference/fit_hglm_occupancy_models.html @@ -23,7 +23,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 diff --git a/docs/reference/fit_xgb_occupancy_models.html b/docs/reference/fit_xgb_occupancy_models.html index 790875b..7766dde 100644 --- a/docs/reference/fit_xgb_occupancy_models.html +++ b/docs/reference/fit_xgb_occupancy_models.html @@ -19,7 +19,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 diff --git a/docs/reference/geo_cov_survey_scheme.html b/docs/reference/geo_cov_survey_scheme.html index 4d74d81..9a767ac 100644 --- a/docs/reference/geo_cov_survey_scheme.html +++ b/docs/reference/geo_cov_survey_scheme.html @@ -18,7 +18,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 diff --git a/docs/reference/greedy_heuristic_prioritization.html b/docs/reference/greedy_heuristic_prioritization.html new file mode 100644 index 0000000..eff0bb9 --- /dev/null +++ b/docs/reference/greedy_heuristic_prioritization.html @@ -0,0 +1,239 @@ + +Greedy heuristic prioritization — greedy_heuristic_prioritization • surveyvoi + + +

    +
    + + + +
    +
    + + +
    +

    Generate a prioritization for protected area establishment.

    +
    + +
    +
    greedy_heuristic_prioritization(
    +  site_data,
    +  feature_data,
    +  site_probability_columns,
    +  site_management_cost_column,
    +  feature_target_column,
    +  total_budget,
    +  site_management_locked_in_column = NULL,
    +  site_management_locked_out_column = NULL
    +)
    +
    + +
    +

    Arguments

    +
    site_data
    +

    sf::sf() object with site data.

    + + +
    feature_data
    +

    base::data.frame() object with feature data.

    + + +
    site_probability_columns
    +

    character names of numeric +columns in the argument to site_data that contain modeled +probabilities of occupancy for each feature in each site. +Each column should correspond to a different feature, and contain +probability data (values between zero and one). No missing (NA) +values are permitted in these columns.

    + + +
    site_management_cost_column
    +

    character name of column in the +argument to site_data that contains costs for managing each +site for conservation. This column should have numeric values that +are equal to or greater than zero. No missing (NA) values are +permitted in this column.

    + + +
    feature_target_column
    +

    character name of the column in the +argument to feature_data that contains the \(target\) +values used to parametrize the conservation benefit of managing of each +feature. +This column should have numeric values that +are equal to or greater than zero. No missing (NA) values are +permitted in this column.

    + + +
    total_budget
    +

    numeric maximum expenditure permitted +for conducting surveys and managing sites for conservation.

    + + +
    site_management_locked_in_column
    +

    character name of the column +in the argument to site_data that contains logical +(TRUE / FALSE) values indicating which sites should +be locked in for (TRUE) being managed for conservation or +(FALSE) not. No missing (NA) values are permitted in this +column. This is useful if some sites have already been earmarked for +conservation, or if some sites are already being managed for conservation. +Defaults to NULL such that no sites are locked in.

    + + +
    site_management_locked_out_column
    +

    character name of the column +in the argument to site_data that contains logical +(TRUE / FALSE) values indicating which sites should +be locked out for (TRUE) being managed for conservation or +(FALSE) not. No missing (NA) values are permitted in this +column. This is useful if some sites could potentially be surveyed +to improve model predictions even if they cannot be managed for +conservation. Defaults to NULL such that no sites are locked out.

    + +
    +
    +

    Value

    + + +

    A list containing the following elements:

    x
    +

    logical vector indicating if each site is selected for +protection or not.

    + +
    objval
    +

    numeric value denoting the objective value for +the prioritization.

    + + +
    +
    +

    Details

    +

    The prioritization is generated using a greedy heuristic algorithm. +The objective function for this algorithm is calculated by: +(i) estimating the probability that each species meets its target, +and (ii) calculating the sum of these probabilities. +Note that this function underpins the value of information calculations +because it is used to assess a potential management decision +given updated information on the presence of particular species +in particular sites.

    +
    + +
    +

    Examples

    +
    # set seeds for reproducibility
    +set.seed(123)
    +
    +# load example site data
    +data(sim_sites)
    +print(sim_sites)
    +#> Simple feature collection with 6 features and 13 fields
    +#> Geometry type: POINT
    +#> Dimension:     XY
    +#> Bounding box:  xmin: 0.10513 ymin: 0.04556193 xmax: 0.9764926 ymax: 0.8637977
    +#> CRS:           NA
    +#> # A tibble: 6 × 14
    +#>   survey_cost management_cost    f1    f2    f3    n1    n2    n3      e1     e2
    +#>         <dbl>           <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>   <dbl>  <dbl>
    +#> 1          14             102     1   1       1     3     3     3  1.00   -0.848
    +#> 2          25              90     0   0       0     0     0     0 -1.44    1.27 
    +#> 3          25             165     1   0.6     0     5     5     5  1.25    0.817
    +#> 4          17             104     0   0       0     0     0     0 -0.484  -0.292
    +#> 5          18             100     0   0       0     0     0     0  0.0135  0.380
    +#> 6          15              94     0   0       0     0     0     0 -0.347  -1.33 
    +#> # ℹ 4 more variables: p1 <dbl>, p2 <dbl>, p3 <dbl>, geometry <POINT>
    +
    +# load example feature data
    +data(sim_features)
    +print(sim_features)
    +#> # A tibble: 3 × 7
    +#>   name  survey survey_sensitivity survey_specificity model_sensitivity
    +#>   <chr> <lgl>               <dbl>              <dbl>             <dbl>
    +#> 1 f1    TRUE                0.954              0.886             0.718
    +#> 2 f2    TRUE                0.974              0.875             0.705
    +#> 3 f3    TRUE                0.956              0.823             0.768
    +#> # ℹ 2 more variables: model_specificity <dbl>, target <dbl>
    +
    +# set total budget for managing sites for conservation
    + # (i.e. 50% of the cost of managing all sites)
    +total_budget <- sum(sim_sites$management_cost) * 0.5
    +
    +# generate reserve selection prioritization
    +results <- greedy_heuristic_prioritization(
    +  sim_sites, sim_features,
    +  c("p1", "p2", "p3"),
    +  "management_cost",
    +  "target",
    +  total_budget
    +)
    +#> Error in greedy_heuristic_prioritization(sim_sites, sim_features, c("p1",     "p2", "p3"), "management_cost", "target", total_budget): could not find function "greedy_heuristic_prioritization"
    +
    +# print results
    +print(results)
    +#> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'print': object 'results' not found
    +
    +
    +
    +
    + +
    + + +
    + + + + + + + + diff --git a/docs/reference/index.html b/docs/reference/index.html index 42ecb1d..86f79b5 100644 --- a/docs/reference/index.html +++ b/docs/reference/index.html @@ -17,7 +17,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 @@ -146,6 +146,10 @@

    Miscellaneous function

    Assorted functions with varying uses

    +

    greedy_heuristic_prioritization()

    + +

    Greedy heuristic prioritization

    +

    relative_site_richness_scores()

    Relative site richness scores

    diff --git a/docs/reference/n_states.html b/docs/reference/n_states.html index 47658c6..2e6a32b 100644 --- a/docs/reference/n_states.html +++ b/docs/reference/n_states.html @@ -18,7 +18,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 diff --git a/docs/reference/optimal_survey_scheme.html b/docs/reference/optimal_survey_scheme.html index 666a002..2a1ff49 100644 --- a/docs/reference/optimal_survey_scheme.html +++ b/docs/reference/optimal_survey_scheme.html @@ -19,7 +19,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 diff --git a/docs/reference/prior_probability_matrix.html b/docs/reference/prior_probability_matrix.html index bb4b441..692ebc6 100644 --- a/docs/reference/prior_probability_matrix.html +++ b/docs/reference/prior_probability_matrix.html @@ -17,7 +17,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 diff --git a/docs/reference/relative_site_richness_scores.html b/docs/reference/relative_site_richness_scores.html index 35c14d3..6379522 100644 --- a/docs/reference/relative_site_richness_scores.html +++ b/docs/reference/relative_site_richness_scores.html @@ -20,7 +20,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 diff --git a/docs/reference/relative_site_uncertainty_scores.html b/docs/reference/relative_site_uncertainty_scores.html index 660d66a..9d8a20f 100644 --- a/docs/reference/relative_site_uncertainty_scores.html +++ b/docs/reference/relative_site_uncertainty_scores.html @@ -21,7 +21,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 diff --git a/docs/reference/sim_data.html b/docs/reference/sim_data.html index 063e2d6..2bf23a2 100644 --- a/docs/reference/sim_data.html +++ b/docs/reference/sim_data.html @@ -17,7 +17,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 diff --git a/docs/reference/simulate_feature_data.html b/docs/reference/simulate_feature_data.html index 41cdbf7..66b5bf4 100644 --- a/docs/reference/simulate_feature_data.html +++ b/docs/reference/simulate_feature_data.html @@ -17,7 +17,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 diff --git a/docs/reference/simulate_site_data.html b/docs/reference/simulate_site_data.html index 84f1fd3..2dc564b 100644 --- a/docs/reference/simulate_site_data.html +++ b/docs/reference/simulate_site_data.html @@ -17,7 +17,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 diff --git a/docs/reference/surveyvoi.html b/docs/reference/surveyvoi.html index 296c914..f60b4f7 100644 --- a/docs/reference/surveyvoi.html +++ b/docs/reference/surveyvoi.html @@ -28,7 +28,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 diff --git a/docs/reference/weighted_survey_scheme.html b/docs/reference/weighted_survey_scheme.html index 575382c..9025b7e 100644 --- a/docs/reference/weighted_survey_scheme.html +++ b/docs/reference/weighted_survey_scheme.html @@ -18,7 +18,7 @@ surveyvoi - 1.0.6 + 1.1.0.0 diff --git a/docs/sitemap.xml b/docs/sitemap.xml index ac83f5b..e6bf714 100644 --- a/docs/sitemap.xml +++ b/docs/sitemap.xml @@ -48,6 +48,9 @@ https://github.com/prioritizr/surveyvoi/reference/geo_cov_survey_scheme.html + + https://github.com/prioritizr/surveyvoi/reference/greedy_heuristic_prioritization.html + https://github.com/prioritizr/surveyvoi/reference/index.html diff --git a/inst/doc/surveyvoi.html b/inst/doc/surveyvoi.html index 42e4858..f55a26a 100644 --- a/inst/doc/surveyvoi.html +++ b/inst/doc/surveyvoi.html @@ -12,7 +12,7 @@ - + surveyvoi: Survey Value of Information @@ -171,7 +171,7 @@

    surveyvoi: Survey Value of Information

    Jeffrey O. Hanson

    -

    2024-02-14

    +

    2024-07-10

    @@ -276,7 +276,7 @@

    Simulate data

    facet_wrap(~ name) + labs(title = "Detection/non-detection data", x = "X coordinate", y = "Y coordinate")
    -

    +

    # plot number of previous surveys within each site
     site_data %>%
       select(starts_with("n")) %>%
    @@ -288,7 +288,7 @@ 

    Simulate data

    facet_wrap(~ name) + labs(title = "Number of previous surveys", x = "X coordinate", y = "Y coordinate")
    -

    +

    # plot site cost data
     # note that survey and management costs are on different scales
     p1 <- ggplot(site_data) +
    @@ -302,7 +302,7 @@ 

    Simulate data

    labs(title = "Management cost", x = "X coordinate", y = "Y coordinate") + theme(legend.title = element_blank()) grid.arrange(p1, p2, nrow = 1)
    -

    +

    # plot site environmental data
     site_data %>%
       select(starts_with("e")) %>%
    @@ -435,7 +435,7 @@ 

    Expected value given current information

    # print value print(evd_current)
    -
    ## [1] 0.9329257
    +
    ## [1] 0.9443835

    We can potentially improve the expected value of the decision given current information by learning more about which sites are more likely (and less likely) to contain the conservation feature.

    @@ -525,7 +525,7 @@

    Survey schemes

    facet_wrap(~ name, nrow = 2) + scale_color_manual(values = c("TRUE" = "red", "FALSE" = "black")) + labs(x = "X coordinate", y = "Y coordinate")
    -

    +

    We can see that different approaches yield different survey schemes – but how well do they perform?

    @@ -562,11 +562,11 @@

    Expected value of the decision given sample information

    ## # A tibble: 5 × 2
     ##   name            value
     ##   <chr>           <dbl>
    -## 1 geo_scheme   0.961496
    -## 2 env_scheme   0.962181
    -## 3 unc_scheme   0.962181
    -## 4 cheap_scheme 0.970257
    -## 5 rich_scheme  0.962315
    +## 1 geo_scheme 0.981973 +## 2 env_scheme 0.986738 +## 3 unc_scheme 0.986738 +## 4 cheap_scheme 0.993256 +## 5 rich_scheme 0.988133

    We can also calculate how much the information gained from each of the survey schemes is expected to improve the management decision. This quantity is called the expected value of sample information (EVSI) for each survey scheme.

    # estimate expected value of sample information for each survey scheme
     evd_survey_schemes$evsi <-
    @@ -577,11 +577,11 @@ 

    Expected value of the decision given sample information

    ## # A tibble: 5 × 3
     ##   name            value      evsi
     ##   <chr>           <dbl>     <dbl>
    -## 1 geo_scheme   0.961496 0.0285702
    -## 2 env_scheme   0.962181 0.0292553
    -## 3 unc_scheme   0.962181 0.0292553
    -## 4 cheap_scheme 0.970257 0.0373317
    -## 5 rich_scheme  0.962315 0.0293891
    +## 1 geo_scheme 0.981973 0.0375896 +## 2 env_scheme 0.986738 0.0423546 +## 3 unc_scheme 0.986738 0.0423546 +## 4 cheap_scheme 0.993256 0.0488727 +## 5 rich_scheme 0.988133 0.0437499
    # visualize the expected value of sample information for each survey scheme
     # color the best survey scheme in blue
     evd_survey_schemes %>%
    @@ -595,7 +595,7 @@ 

    Expected value of the decision given sample information

    scale_fill_manual(values = c("TRUE" = "#3366FF", "FALSE" = "black")) + theme(axis.text.x = element_text(angle = 30, vjust = 0.65), legend.position = "none")
    -

    +

    In this particular simulation, we can see that all of the survey schemes have a low expected value of sample information (i.e. most values are close to zero). This means that none of these survey schemes would likely lead to a substantially better conservation outcome when considering the funds spent on conducting them. If the survey schemes had negative values, then this means that they would be expected to poorer conservation outcomes than simply using existing information. We can see that surveying sites with the cheapest management costs is the best strategy – in this particular situation – because it has the highest expected value of sample information, but can we do even better with a different scheme?

    @@ -638,7 +638,7 @@

    Optimized survey scheme

    facet_wrap(~ name, nrow = 1) + scale_color_manual(values = c("TRUE" = "red", "FALSE" = "black")) + labs(x = "X coordinate", y = "Y coordinate")
    -

    +

    We can see that the optimized survey scheme (opt_scheme) is different to the previous survey schemes.

    # calculate expected value of sample information for the optimized scheme
     evd_opt <- evdsi(
    @@ -660,7 +660,7 @@ 

    Optimized survey scheme

    # calculate value print(evd_opt)
    -
    ## [1] 0.9702607
    +
    ## [1] 0.9934998
    # append optimized results to results table
     evd_survey_schemes <- rbind(
       evd_survey_schemes,
    @@ -671,12 +671,12 @@ 

    Optimized survey scheme

    ## # A tibble: 6 × 3
     ##   name            value      evsi
     ##   <chr>           <dbl>     <dbl>
    -## 1 geo_scheme   0.961496 0.0285702
    -## 2 env_scheme   0.962181 0.0292553
    -## 3 unc_scheme   0.962181 0.0292553
    -## 4 cheap_scheme 0.970257 0.0373317
    -## 5 rich_scheme  0.962315 0.0293891
    -## 6 opt_scheme   0.970261 0.0373351
    +## 1 geo_scheme 0.981973 0.0375896 +## 2 env_scheme 0.986738 0.0423546 +## 3 unc_scheme 0.986738 0.0423546 +## 4 cheap_scheme 0.993256 0.0488727 +## 5 rich_scheme 0.988133 0.0437499 +## 6 opt_scheme 0.993500 0.0491163
    # visualize expected value of sample information
     # color the best survey scheme in blue
     evd_survey_schemes %>%
    @@ -690,7 +690,7 @@ 

    Optimized survey scheme

    scale_fill_manual(values = c("TRUE" = "#3366FF", "FALSE" = "black")) + theme(axis.text.x = element_text(angle = 30, vjust = 0.65), legend.position = "none")
    -

    +

    We can see that the optimized survey scheme has the highest expected value of sample information of all the candidate survey schemes. To better understand how sub-optimal the candidate survey schemes are, let’s compute their relative performance and visualize them.

    # express values in terms of relative performance
     evd_survey_schemes$relative_performance <-
    @@ -712,7 +712,7 @@ 

    Optimized survey scheme

    scale_fill_manual(values = c("TRUE" = "#3366FF", "FALSE" = "black")) + theme(axis.text.x = element_text(angle = 30, vjust = 0.65), legend.position = "none")
    -

    +

    We can see that the optimized survey scheme performs better than the other survey schemes. Although the optimized survey scheme doesn’t provide a substantial improvement in this particular situation, we can see how value of information analysis can potentially improve management decisions by strategically allocating funds to surveys and conservation management. Indeed, since we only considered a single species and a handful of sites – to keep the tutorial simple and reduce computational burden – it was unlikely that an optimized survey scheme would perform substantially better than simply using current information. If you want to try something more complex, try adapting the code in this tutorial to simulate a larger number of sites and multiple species?

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z7&Jy*KP$QKbMV<>t^6~A@9K9-???%K;iEKJ*11|C(bKm$=ak-vn>prJd{hMU=+h^+ zObCMO+uWi;CtJ4)m13A`J=SB97Z;bpM>W1>MkfQ4htYGhF0f=OYmX=XQUOpKQW9En zwuJb4^x0noeu;DD@q@ph&pSOc>1JTmq%rW!34%`hidd7qp5m~Va2brhFw)aeI~&WS z^}3qDrE57CXL;3M#eGuY8f>N;Z03DZ?+#-iqY-XH(~R)OKZ@Yo=xVD%h8%foeV>RW z!6wSc>?+b2IZv>gO=D3zFo2!Le678Hg%7FyxUy2jld5@j6kN8bVXm@aa(Y!zBgU*w z=yN*C|7N^Yw`R@wCTX%tri+?wEh=hXix8;{{cRNBvFaU%$kQWcL)%Wm$33M4GsT5y zUBGz*@oefd?obdo7hM~nT zq^xf%g*taP7xk$)ljq-D{@6ZwbaK(199mW3dwGUHd5j^S9}agsaoP&~{l>_B;`fRt z+U?+#yeF((d)uht<=7_;EvB4_ddg_nuZ@meG1|D}QsLTH$h9uxKANde9K`)K3joS?v8n@{$G@BBC0Q2qrKFMRp*sc7f==&3OKR{(`) LFxhhGOaK1>nHws& From 9cd2dc6600944906f4772930a5df0495f38789c4 Mon Sep 17 00:00:00 2001 From: Jeffrey Hanson Date: Wed, 10 Jul 2024 14:47:52 +1200 Subject: [PATCH 13/15] improve test cov --- src/rcpp_expected_value_of_action.cpp | 15 +++----- .../test_greedy_heuristic_prioritization.R | 37 +++++++++++++++++++ 2 files changed, 43 insertions(+), 9 deletions(-) diff --git a/src/rcpp_expected_value_of_action.cpp b/src/rcpp_expected_value_of_action.cpp index a742c90..2bfeef3 100644 --- a/src/rcpp_expected_value_of_action.cpp +++ b/src/rcpp_expected_value_of_action.cpp @@ -45,6 +45,11 @@ double expected_value_of_action( return spp_prob.sum(); } +// this function is used for internal debugging when we need to calculate +// the expected value of actions using methods that produce correct +// (not approximation) results + +// nocov start double exact_expected_value_of_action( Eigen::MatrixXd &pij, Rcpp::IntegerVector &target_values) { @@ -70,6 +75,7 @@ double exact_expected_value_of_action( } return out; } +// nocov end double approx_expected_value_of_action( std::vector> &pij, @@ -130,15 +136,6 @@ double approx_expected_value_of_action( return out; } -double log_proxy_expected_value_of_action( - Eigen::MatrixXd &log_1m_pij) { - Eigen::VectorXd out = log_1m_pij.rowwise().sum(); - // note we that we use log_substract(0, ..) because 0 is log(1.0) - for (auto itr = out.data(); itr != out.data() + out.size(); ++itr) - *itr = log_subtract(0.0, *itr); - return log_sum(out); -} - // [[Rcpp::export]] double rcpp_expected_value_of_action( std::vector solution, diff --git a/tests/testthat/test_greedy_heuristic_prioritization.R b/tests/testthat/test_greedy_heuristic_prioritization.R index 1ce1449..58037a7 100644 --- a/tests/testthat/test_greedy_heuristic_prioritization.R +++ b/tests/testthat/test_greedy_heuristic_prioritization.R @@ -38,3 +38,40 @@ test_that("expected result", { (1 - ((1 - 0.8) * (1 - 0.8))) * 2 ) }) + +test_that("expected result (default locked in and locked out)", { + # data + site_data <- sf::st_as_sf( + tibble::tibble( + x = seq_len(3), + y = x, + management_cost = c(100, 100, 100), + locked_in = c(FALSE, FALSE, FALSE), + locked_out = c(FALSE, FALSE, FALSE), + p1 = c(0.8, 0.8, 0.8), + p2 = c(0.05, 0.8, 0.8) + ), + coords = c("x", "y") + ) + feature_data <- tibble::tibble( + name = letters[1:2], + target = c(1, 1) + ) + budget = 300 + # results + x <- greedy_heuristic_prioritization( + site_data, + feature_data, + site_probability_columns = c("p1", "p2"), + site_management_cost_column = "management_cost", + feature_target_column = "target", + total_budget = budget + ) + # tests + expect_equal(x$x, c(FALSE, TRUE, TRUE)) + expect_equal( + x$objval, + # sum of probability values that each species meets its target + (1 - ((1 - 0.8) * (1 - 0.8))) * 2 + ) +}) From 07961f298d89634e36d82da680831c74b7c803bd Mon Sep 17 00:00:00 2001 From: Jeffrey Hanson Date: Wed, 10 Jul 2024 15:13:48 +1200 Subject: [PATCH 14/15] try again --- src/rcpp_expected_value_of_action.cpp | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/rcpp_expected_value_of_action.cpp b/src/rcpp_expected_value_of_action.cpp index 2bfeef3..cab6390 100644 --- a/src/rcpp_expected_value_of_action.cpp +++ b/src/rcpp_expected_value_of_action.cpp @@ -49,7 +49,7 @@ double expected_value_of_action( // the expected value of actions using methods that produce correct // (not approximation) results -// nocov start +// # nocov start double exact_expected_value_of_action( Eigen::MatrixXd &pij, Rcpp::IntegerVector &target_values) { @@ -75,7 +75,7 @@ double exact_expected_value_of_action( } return out; } -// nocov end +// # nocov end double approx_expected_value_of_action( std::vector> &pij, From 87f49274345b722c726cceddf5e88aa23a76f551 Mon Sep 17 00:00:00 2001 From: Jeffrey Hanson Date: Wed, 10 Jul 2024 17:36:54 +1200 Subject: [PATCH 15/15] update test cov --- src/rcpp_expected_value_of_action.cpp | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/rcpp_expected_value_of_action.cpp b/src/rcpp_expected_value_of_action.cpp index cab6390..22a680e 100644 --- a/src/rcpp_expected_value_of_action.cpp +++ b/src/rcpp_expected_value_of_action.cpp @@ -10,7 +10,9 @@ double expected_value_of_action( const std::size_t n_pu_solution = std::accumulate(solution.begin(), solution.end(), 0); if (static_cast(n_pu_solution) < target.maxCoeff()) { + // nocov start Rcpp::stop("prioritization contains fewer planning units than a target"); + // nocov end } // prepare rij matrix containing only solution values