Simple Histogram Binning calibration method. This method has been proposed by [1]. Each prediction is sorted into a bin diff --git a/docs/build/html/_autosummary/_autosummary_binning/netcal.binning.IsotonicRegression.html b/docs/build/html/_autosummary/_autosummary_binning/netcal.binning.IsotonicRegression.html index 3c1b90c..d0b87c8 100644 --- a/docs/build/html/_autosummary/_autosummary_binning/netcal.binning.IsotonicRegression.html +++ b/docs/build/html/_autosummary/_autosummary_binning/netcal.binning.IsotonicRegression.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.ACE.html b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.ACE.html index 91dc61d..bec5e67 100644 --- a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.ACE.html +++ b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.ACE.html @@ -35,16 +35,13 @@ - - - @@ -190,7 +187,7 @@
Average Calibration Error (ACE) for classification and Detection Average Calibration Error (D-ACE) for object detection or segmentation. This metric is used on classification [1] or as Detection Average Calibration Error (D-ACE) diff --git a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.ECE.html b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.ECE.html index 301bf4c..eded4fb 100644 --- a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.ECE.html +++ b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.ECE.html @@ -35,16 +35,13 @@ - - - @@ -190,7 +187,7 @@
Expected Calibration Error (ECE) for classification and Detection Expected Calibration Error (D-ECE) for object detection or segmentation. This metric is used on classification [1] or as Detection Expected Calibration Error (D-ECE) on object diff --git a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.ENCE.html b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.ENCE.html index 334ec47..f27df81 100644 --- a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.ENCE.html +++ b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.ENCE.html @@ -35,16 +35,13 @@ - - - @@ -190,7 +187,7 @@
Expected Normalized Calibration Error (ENCE) for a regression calibration evaluation to test for variance calibration. A probabilistic regression model takes \(X\) as input and outputs a mean \(\mu_Y(X)\) and a standard deviation \(\sigma_Y(X)\) targeting the ground-truth \(y\). diff --git a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.MCE.html b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.MCE.html index 74f9c5b..b090f95 100644 --- a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.MCE.html +++ b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.MCE.html @@ -35,16 +35,13 @@ - - - @@ -190,7 +187,7 @@
Maximum Calibration Error (MCE) for classification and Detection Maximum Calibration Error (D-MCE) for object detection or segmentation. This metric is used on classification [1] or as Detection Maximum calibration error (D-MCE) on diff --git a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.MMCE.html b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.MMCE.html index 7f69cea..ae5bb20 100644 --- a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.MMCE.html +++ b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.MMCE.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.NLL.html b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.NLL.html index b097a4e..c3c8310 100644 --- a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.NLL.html +++ b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.NLL.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.PICP.html b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.PICP.html index b9e5909..59d7204 100644 --- a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.PICP.html +++ b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.PICP.html @@ -35,16 +35,13 @@ - - - @@ -189,7 +186,7 @@
Compute Prediction Interval Coverage Probability (PICP) and Mean Prediction Interval Width (MPIW). These metrics have been proposed by [1], [2]. This metric is used for Bayesian models to determine the quality of the uncertainty estimates. diff --git a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.PinballLoss.html b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.PinballLoss.html index ad83bc6..b6d4723 100644 --- a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.PinballLoss.html +++ b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.PinballLoss.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.QCE.html b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.QCE.html index 9af427d..11178e0 100644 --- a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.QCE.html +++ b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.QCE.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.QuantileLoss.html b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.QuantileLoss.html index c09a428..be98092 100644 --- a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.QuantileLoss.html +++ b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.QuantileLoss.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.UCE.html b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.UCE.html index 2b47d61..8c573e6 100644 --- a/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.UCE.html +++ b/docs/build/html/_autosummary/_autosummary_metric/netcal.metrics.UCE.html @@ -35,16 +35,13 @@ - - - @@ -190,7 +187,7 @@
Uncertainty Calibration Error (UCE) for a regression calibration evaluation to test for variance calibration. A probabilistic regression model takes \(X\) as input and outputs a mean \(\mu_Y(X)\) and a variance \(\sigma_Y^2(X)\) targeting the ground-truth \(y\). diff --git a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.confidence.ACE.html b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.confidence.ACE.html index d0defa5..a9af916 100644 --- a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.confidence.ACE.html +++ b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.confidence.ACE.html @@ -35,16 +35,13 @@ - - - @@ -192,7 +189,7 @@
Average Calibration Error (ACE) for classification and Detection Average Calibration Error (D-ACE) for object detection or segmentation. This metric is used on classification [1] or as Detection Average Calibration Error (D-ACE) diff --git a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.confidence.ECE.html b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.confidence.ECE.html index 880fc84..8ce01e2 100644 --- a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.confidence.ECE.html +++ b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.confidence.ECE.html @@ -35,16 +35,13 @@ - - - @@ -192,7 +189,7 @@
Expected Calibration Error (ECE) for classification and Detection Expected Calibration Error (D-ECE) for object detection or segmentation. This metric is used on classification [1] or as Detection Expected Calibration Error (D-ECE) on object diff --git a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.confidence.MCE.html b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.confidence.MCE.html index da296af..ed8ac21 100644 --- a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.confidence.MCE.html +++ b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.confidence.MCE.html @@ -35,16 +35,13 @@ - - - @@ -192,7 +189,7 @@
Maximum Calibration Error (MCE) for classification and Detection Maximum Calibration Error (D-MCE) for object detection or segmentation. This metric is used on classification [1] or as Detection Maximum calibration error (D-MCE) on diff --git a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.confidence.MMCE.html b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.confidence.MMCE.html index 75e4aa1..1e08788 100644 --- a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.confidence.MMCE.html +++ b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.confidence.MMCE.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.ENCE.html b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.ENCE.html index bf40706..ab1275c 100644 --- a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.ENCE.html +++ b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.ENCE.html @@ -35,16 +35,13 @@ - - - @@ -195,7 +192,7 @@
Expected Normalized Calibration Error (ENCE) for a regression calibration evaluation to test for variance calibration. A probabilistic regression model takes \(X\) as input and outputs a mean \(\mu_Y(X)\) and a standard deviation \(\sigma_Y(X)\) targeting the ground-truth \(y\). diff --git a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.NLL.html b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.NLL.html index 194e602..46cb018 100644 --- a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.NLL.html +++ b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.NLL.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.PICP.html b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.PICP.html index 4451d87..399f3f1 100644 --- a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.PICP.html +++ b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.PICP.html @@ -35,16 +35,13 @@ - - - @@ -194,7 +191,7 @@
Compute Prediction Interval Coverage Probability (PICP) and Mean Prediction Interval Width (MPIW). These metrics have been proposed by [1], [2]. This metric is used for Bayesian models to determine the quality of the uncertainty estimates. diff --git a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.PinballLoss.html b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.PinballLoss.html index 3e83f07..02f6b81 100644 --- a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.PinballLoss.html +++ b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.PinballLoss.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.QCE.html b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.QCE.html index 3ae03a3..855a1bb 100644 --- a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.QCE.html +++ b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.QCE.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.QuantileLoss.html b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.QuantileLoss.html index 26ca218..52922a0 100644 --- a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.QuantileLoss.html +++ b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.QuantileLoss.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.UCE.html b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.UCE.html index a8904fc..b1fa414 100644 --- a/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.UCE.html +++ b/docs/build/html/_autosummary/_autosummary_metric_submodules/_autosummary_metric/netcal.metrics.regression.UCE.html @@ -35,16 +35,13 @@ - - - @@ -195,7 +192,7 @@
Uncertainty Calibration Error (UCE) for a regression calibration evaluation to test for variance calibration. A probabilistic regression model takes \(X\) as input and outputs a mean \(\mu_Y(X)\) and a variance \(\sigma_Y^2(X)\) targeting the ground-truth \(y\). diff --git a/docs/build/html/_autosummary/_autosummary_metric_submodules/netcal.metrics.confidence.html b/docs/build/html/_autosummary/_autosummary_metric_submodules/netcal.metrics.confidence.html index 4f292f1..3a40002 100644 --- a/docs/build/html/_autosummary/_autosummary_metric_submodules/netcal.metrics.confidence.html +++ b/docs/build/html/_autosummary/_autosummary_metric_submodules/netcal.metrics.confidence.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_metric_submodules/netcal.metrics.regression.html b/docs/build/html/_autosummary/_autosummary_metric_submodules/netcal.metrics.regression.html index 89743db..efd1b52 100644 --- a/docs/build/html/_autosummary/_autosummary_metric_submodules/netcal.metrics.regression.html +++ b/docs/build/html/_autosummary/_autosummary_metric_submodules/netcal.metrics.regression.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_presentation/netcal.presentation.ReliabilityDiagram.html b/docs/build/html/_autosummary/_autosummary_presentation/netcal.presentation.ReliabilityDiagram.html index 1f5caec..59e179d 100644 --- a/docs/build/html/_autosummary/_autosummary_presentation/netcal.presentation.ReliabilityDiagram.html +++ b/docs/build/html/_autosummary/_autosummary_presentation/netcal.presentation.ReliabilityDiagram.html @@ -35,16 +35,13 @@ - - - @@ -180,7 +177,7 @@
Plot Confidence Histogram and Reliability Diagram to visualize miscalibration in the context of confidence calibration. On classification, plot the gaps between average confidence and observed accuracy bin-wise over the confidence diff --git a/docs/build/html/_autosummary/_autosummary_presentation/netcal.presentation.ReliabilityQCE.html b/docs/build/html/_autosummary/_autosummary_presentation/netcal.presentation.ReliabilityQCE.html index 2b542bc..e287430 100644 --- a/docs/build/html/_autosummary/_autosummary_presentation/netcal.presentation.ReliabilityQCE.html +++ b/docs/build/html/_autosummary/_autosummary_presentation/netcal.presentation.ReliabilityQCE.html @@ -35,16 +35,13 @@ - - - @@ -180,7 +177,7 @@
Visualizes the Conditional Quantile Calibration Error (C-QCE) in the scope of regression calibration as a bar chart
for probabilistic regression models.
See netcal.metrics.regression.QCE for a detailed documentation of the C-QCE [1].
diff --git a/docs/build/html/_autosummary/_autosummary_presentation/netcal.presentation.ReliabilityRegression.html b/docs/build/html/_autosummary/_autosummary_presentation/netcal.presentation.ReliabilityRegression.html
index 182d5c7..81aecbe 100644
--- a/docs/build/html/_autosummary/_autosummary_presentation/netcal.presentation.ReliabilityRegression.html
+++ b/docs/build/html/_autosummary/_autosummary_presentation/netcal.presentation.ReliabilityRegression.html
@@ -35,16 +35,13 @@
-
-
-
@@ -180,7 +177,7 @@
Reliability diagram in the scope of regression calibration for probabilistic regression models. This diagram visualizes the quantile coverage frequency for several quantile levels and plots these observed coverage scores above the desired quantile levels. diff --git a/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.GPBeta.html b/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.GPBeta.html index d90b659..a58828c 100644 --- a/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.GPBeta.html +++ b/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.GPBeta.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.GPCauchy.html b/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.GPCauchy.html index a75bf76..dded080 100644 --- a/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.GPCauchy.html +++ b/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.GPCauchy.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.GPNormal.html b/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.GPNormal.html index cd37bdb..503d19b 100644 --- a/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.GPNormal.html +++ b/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.GPNormal.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.IsotonicRegression.html b/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.IsotonicRegression.html index 63ca12e..090169a 100644 --- a/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.IsotonicRegression.html +++ b/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.IsotonicRegression.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.VarianceScaling.html b/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.VarianceScaling.html index f933cb6..3f38f26 100644 --- a/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.VarianceScaling.html +++ b/docs/build/html/_autosummary/_autosummary_regression/netcal.regression.VarianceScaling.html @@ -35,16 +35,13 @@ - - - diff --git a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.AbstractGP.html b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.AbstractGP.html index dfef365..0ac9bb6 100644 --- a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.AbstractGP.html +++ b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.AbstractGP.html @@ -35,16 +35,13 @@ - - - @@ -192,7 +189,7 @@
Distribution recalibration of regression models using a Gaussian process parameter estimation.
The goal of regression calibration using a GP scheme is to achieve distribution calibration,
i.e., to match the predicted moments (mean, variance) to the true observed ones. In contrast to quantile
diff --git a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPBeta.html b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPBeta.html
index 2fce2bb..b715773 100644
--- a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPBeta.html
+++ b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPBeta.html
@@ -35,16 +35,13 @@
-
-
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diff --git a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPCauchy.html b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPCauchy.html
index ddb2256..484b1a5 100644
--- a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPCauchy.html
+++ b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPCauchy.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPNormal.html b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPNormal.html
index 758fb36..b9c9de8 100644
--- a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPNormal.html
+++ b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPNormal.html
@@ -35,16 +35,13 @@
-
-
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diff --git a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_kernel/netcal.regression.gp.kernel.GaussianRBFKernel.html b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_kernel/netcal.regression.gp.kernel.GaussianRBFKernel.html
index b11263e..4c0f89c 100644
--- a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_kernel/netcal.regression.gp.kernel.GaussianRBFKernel.html
+++ b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_kernel/netcal.regression.gp.kernel.GaussianRBFKernel.html
@@ -35,16 +35,13 @@
-
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diff --git a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.BetaLikelihood.html b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.BetaLikelihood.html
index d8b8031..e039b95 100644
--- a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.BetaLikelihood.html
+++ b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.BetaLikelihood.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.CauchyLikelihood.html b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.CauchyLikelihood.html
index 2f6192c..3a4b18c 100644
--- a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.CauchyLikelihood.html
+++ b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.CauchyLikelihood.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.ScaledMultivariateNormalLikelihood.html b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.ScaledMultivariateNormalLikelihood.html
index 848ecac..da99616 100644
--- a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.ScaledMultivariateNormalLikelihood.html
+++ b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.ScaledMultivariateNormalLikelihood.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.ScaledNormalLikelihood.html b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.ScaledNormalLikelihood.html
index ec2f228..a136c5c 100644
--- a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.ScaledNormalLikelihood.html
+++ b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.ScaledNormalLikelihood.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/netcal.regression.gp.kernel.html b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/netcal.regression.gp.kernel.html
index 2dddf2b..4521a6b 100644
--- a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/netcal.regression.gp.kernel.html
+++ b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/netcal.regression.gp.kernel.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/netcal.regression.gp.likelihood.html b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/netcal.regression.gp.likelihood.html
index 48b04e1..e00bd1f 100644
--- a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/netcal.regression.gp.likelihood.html
+++ b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/netcal.regression.gp.likelihood.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/_autosummary_regression_gp/netcal.regression.gp.html b/docs/build/html/_autosummary/_autosummary_regression_gp/netcal.regression.gp.html
index 2734191..4555dbe 100644
--- a/docs/build/html/_autosummary/_autosummary_regression_gp/netcal.regression.gp.html
+++ b/docs/build/html/_autosummary/_autosummary_regression_gp/netcal.regression.gp.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.ConfidencePenalty.html b/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.ConfidencePenalty.html
index e2e1036..2b9aa1f 100644
--- a/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.ConfidencePenalty.html
+++ b/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.ConfidencePenalty.html
@@ -35,16 +35,13 @@
-
-
-
@@ -359,7 +356,7 @@ alias of TypeVar('T_destination', bound= alias of TypeVar('T_destination', bound= alias of TypeVar('T_destination', bound= Abstract class for all calibration methods that base on logistic regression. We extended common
scaling calibration methods by Bayesian epistemic uncertainty modelling [1].
On the one hand, this class supports Maximum Likelihood (MLE) estimates without uncertainty.
diff --git a/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.BetaCalibration.html b/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.BetaCalibration.html
index ed3be08..2086a55 100644
--- a/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.BetaCalibration.html
+++ b/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.BetaCalibration.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.BetaCalibrationDependent.html b/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.BetaCalibrationDependent.html
index ea7ee8e..aad97e8 100644
--- a/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.BetaCalibrationDependent.html
+++ b/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.BetaCalibrationDependent.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.LogisticCalibration.html b/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.LogisticCalibration.html
index 50f5d28..e9263b8 100644
--- a/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.LogisticCalibration.html
+++ b/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.LogisticCalibration.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.LogisticCalibrationDependent.html b/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.LogisticCalibrationDependent.html
index b29b825..9ffa922 100644
--- a/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.LogisticCalibrationDependent.html
+++ b/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.LogisticCalibrationDependent.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.TemperatureScaling.html b/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.TemperatureScaling.html
index 8f96816..de35d9a 100644
--- a/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.TemperatureScaling.html
+++ b/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.TemperatureScaling.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/netcal.binning.html b/docs/build/html/_autosummary/netcal.binning.html
index 3a9acfe..a99ba25 100644
--- a/docs/build/html/_autosummary/netcal.binning.html
+++ b/docs/build/html/_autosummary/netcal.binning.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/netcal.metrics.html b/docs/build/html/_autosummary/netcal.metrics.html
index 0acf701..ac2b26f 100644
--- a/docs/build/html/_autosummary/netcal.metrics.html
+++ b/docs/build/html/_autosummary/netcal.metrics.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/netcal.presentation.html b/docs/build/html/_autosummary/netcal.presentation.html
index 2064825..7b7ad0b 100644
--- a/docs/build/html/_autosummary/netcal.presentation.html
+++ b/docs/build/html/_autosummary/netcal.presentation.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/netcal.regression.html b/docs/build/html/_autosummary/netcal.regression.html
index 03005c0..9cd3c25 100644
--- a/docs/build/html/_autosummary/netcal.regression.html
+++ b/docs/build/html/_autosummary/netcal.regression.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/netcal.regularization.html b/docs/build/html/_autosummary/netcal.regularization.html
index 1f396e0..a884ad4 100644
--- a/docs/build/html/_autosummary/netcal.regularization.html
+++ b/docs/build/html/_autosummary/netcal.regularization.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/netcal.scaling.html b/docs/build/html/_autosummary/netcal.scaling.html
index 6fcae1e..0990402 100644
--- a/docs/build/html/_autosummary/netcal.scaling.html
+++ b/docs/build/html/_autosummary/netcal.scaling.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary_abstract_calibration/netcal.AbstractCalibration.html b/docs/build/html/_autosummary_abstract_calibration/netcal.AbstractCalibration.html
index f404dc0..a6c08b1 100644
--- a/docs/build/html/_autosummary_abstract_calibration/netcal.AbstractCalibration.html
+++ b/docs/build/html/_autosummary_abstract_calibration/netcal.AbstractCalibration.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_binning/netcal.binning.BBQ.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_binning/netcal.binning.BBQ.rst.txt
index c608b4f..dcc4fd5 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_binning/netcal.binning.BBQ.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_binning/netcal.binning.BBQ.rst.txt
@@ -1,4 +1,4 @@
-netcal.binning.BBQ
+netcal.binning.BBQ
==================
.. currentmodule:: netcal.binning
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_binning/netcal.binning.ENIR.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_binning/netcal.binning.ENIR.rst.txt
index 4761b15..c00683c 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_binning/netcal.binning.ENIR.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_binning/netcal.binning.ENIR.rst.txt
@@ -1,4 +1,4 @@
-netcal.binning.ENIR
+netcal.binning.ENIR
===================
.. currentmodule:: netcal.binning
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_binning/netcal.binning.HistogramBinning.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_binning/netcal.binning.HistogramBinning.rst.txt
index 1af0e9e..403cf35 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_binning/netcal.binning.HistogramBinning.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_binning/netcal.binning.HistogramBinning.rst.txt
@@ -1,4 +1,4 @@
-netcal.binning.HistogramBinning
+netcal.binning.HistogramBinning
===============================
.. currentmodule:: netcal.binning
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_binning/netcal.binning.IsotonicRegression.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_binning/netcal.binning.IsotonicRegression.rst.txt
index 8d1b5b5..9d78bca 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_binning/netcal.binning.IsotonicRegression.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_binning/netcal.binning.IsotonicRegression.rst.txt
@@ -1,4 +1,4 @@
-netcal.binning.IsotonicRegression
+netcal.binning.IsotonicRegression
=================================
.. currentmodule:: netcal.binning
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.GPBeta.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.GPBeta.rst.txt
index 8d98c06..9d9bff8 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.GPBeta.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.GPBeta.rst.txt
@@ -1,4 +1,4 @@
-netcal.regression.GPBeta
+netcal.regression.GPBeta
========================
.. currentmodule:: netcal.regression
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.GPCauchy.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.GPCauchy.rst.txt
index ccbce82..95391c8 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.GPCauchy.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.GPCauchy.rst.txt
@@ -1,4 +1,4 @@
-netcal.regression.GPCauchy
+netcal.regression.GPCauchy
==========================
.. currentmodule:: netcal.regression
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.GPNormal.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.GPNormal.rst.txt
index 872dfb9..789531a 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.GPNormal.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.GPNormal.rst.txt
@@ -1,4 +1,4 @@
-netcal.regression.GPNormal
+netcal.regression.GPNormal
==========================
.. currentmodule:: netcal.regression
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.IsotonicRegression.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.IsotonicRegression.rst.txt
index 1d97f8e..b7e4f2b 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.IsotonicRegression.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.IsotonicRegression.rst.txt
@@ -1,4 +1,4 @@
-netcal.regression.IsotonicRegression
+netcal.regression.IsotonicRegression
====================================
.. currentmodule:: netcal.regression
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.VarianceScaling.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.VarianceScaling.rst.txt
index 971dcdf..373ed15 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.VarianceScaling.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_regression/netcal.regression.VarianceScaling.rst.txt
@@ -1,4 +1,4 @@
-netcal.regression.VarianceScaling
+netcal.regression.VarianceScaling
=================================
.. currentmodule:: netcal.regression
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.AbstractGP.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.AbstractGP.rst.txt
index a566de8..a0b6835 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.AbstractGP.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.AbstractGP.rst.txt
@@ -1,4 +1,4 @@
-netcal.regression.gp.AbstractGP
+netcal.regression.gp.AbstractGP
===============================
.. currentmodule:: netcal.regression.gp
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPBeta.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPBeta.rst.txt
index c38f38a..8c05faf 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPBeta.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPBeta.rst.txt
@@ -1,4 +1,4 @@
-netcal.regression.gp.GPBeta
+netcal.regression.gp.GPBeta
===========================
.. currentmodule:: netcal.regression.gp
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPCauchy.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPCauchy.rst.txt
index 690fb1d..7968a05 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPCauchy.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPCauchy.rst.txt
@@ -1,4 +1,4 @@
-netcal.regression.gp.GPCauchy
+netcal.regression.gp.GPCauchy
=============================
.. currentmodule:: netcal.regression.gp
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPNormal.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPNormal.rst.txt
index e76f0e3..6841f90 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPNormal.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPNormal.rst.txt
@@ -1,4 +1,4 @@
-netcal.regression.gp.GPNormal
+netcal.regression.gp.GPNormal
=============================
.. currentmodule:: netcal.regression.gp
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.AbstractLogisticRegression.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.AbstractLogisticRegression.rst.txt
index d05476e..4ff9563 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.AbstractLogisticRegression.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.AbstractLogisticRegression.rst.txt
@@ -1,4 +1,4 @@
-netcal.scaling.AbstractLogisticRegression
+netcal.scaling.AbstractLogisticRegression
=========================================
.. currentmodule:: netcal.scaling
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.BetaCalibration.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.BetaCalibration.rst.txt
index 43cf353..04b92e3 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.BetaCalibration.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.BetaCalibration.rst.txt
@@ -1,4 +1,4 @@
-netcal.scaling.BetaCalibration
+netcal.scaling.BetaCalibration
==============================
.. currentmodule:: netcal.scaling
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.BetaCalibrationDependent.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.BetaCalibrationDependent.rst.txt
index 8606e3d..e2ad6e5 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.BetaCalibrationDependent.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.BetaCalibrationDependent.rst.txt
@@ -1,4 +1,4 @@
-netcal.scaling.BetaCalibrationDependent
+netcal.scaling.BetaCalibrationDependent
=======================================
.. currentmodule:: netcal.scaling
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.LogisticCalibration.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.LogisticCalibration.rst.txt
index edbe7e8..25c5607 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.LogisticCalibration.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.LogisticCalibration.rst.txt
@@ -1,4 +1,4 @@
-netcal.scaling.LogisticCalibration
+netcal.scaling.LogisticCalibration
==================================
.. currentmodule:: netcal.scaling
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.LogisticCalibrationDependent.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.LogisticCalibrationDependent.rst.txt
index 99337e0..8ef65c0 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.LogisticCalibrationDependent.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.LogisticCalibrationDependent.rst.txt
@@ -1,4 +1,4 @@
-netcal.scaling.LogisticCalibrationDependent
+netcal.scaling.LogisticCalibrationDependent
===========================================
.. currentmodule:: netcal.scaling
diff --git a/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.TemperatureScaling.rst.txt b/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.TemperatureScaling.rst.txt
index 1586431..f082c53 100644
--- a/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.TemperatureScaling.rst.txt
+++ b/docs/build/html/_sources/_autosummary/_autosummary_scaling/netcal.scaling.TemperatureScaling.rst.txt
@@ -1,4 +1,4 @@
-netcal.scaling.TemperatureScaling
+netcal.scaling.TemperatureScaling
=================================
.. currentmodule:: netcal.scaling
diff --git a/docs/build/html/_static/_sphinx_javascript_frameworks_compat.js b/docs/build/html/_static/_sphinx_javascript_frameworks_compat.js
deleted file mode 100644
index 8549469..0000000
--- a/docs/build/html/_static/_sphinx_javascript_frameworks_compat.js
+++ /dev/null
@@ -1,134 +0,0 @@
-/*
- * _sphinx_javascript_frameworks_compat.js
- * ~~~~~~~~~~
- *
- * Compatability shim for jQuery and underscores.js.
- *
- * WILL BE REMOVED IN Sphinx 6.0
- * xref RemovedInSphinx60Warning
- *
- */
-
-/**
- * select a different prefix for underscore
- */
-$u = _.noConflict();
-
-
-/**
- * small helper function to urldecode strings
- *
- * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL
- */
-jQuery.urldecode = function(x) {
- if (!x) {
- return x
- }
- return decodeURIComponent(x.replace(/\+/g, ' '));
-};
-
-/**
- * small helper function to urlencode strings
- */
-jQuery.urlencode = encodeURIComponent;
-
-/**
- * This function returns the parsed url parameters of the
- * current request. Multiple values per key are supported,
- * it will always return arrays of strings for the value parts.
- */
-jQuery.getQueryParameters = function(s) {
- if (typeof s === 'undefined')
- s = document.location.search;
- var parts = s.substr(s.indexOf('?') + 1).split('&');
- var result = {};
- for (var i = 0; i < parts.length; i++) {
- var tmp = parts[i].split('=', 2);
- var key = jQuery.urldecode(tmp[0]);
- var value = jQuery.urldecode(tmp[1]);
- if (key in result)
- result[key].push(value);
- else
- result[key] = [value];
- }
- return result;
-};
-
-/**
- * highlight a given string on a jquery object by wrapping it in
- * span elements with the given class name.
- */
-jQuery.fn.highlightText = function(text, className) {
- function highlight(node, addItems) {
- if (node.nodeType === 3) {
- var val = node.nodeValue;
- var pos = val.toLowerCase().indexOf(text);
- if (pos >= 0 &&
- !jQuery(node.parentNode).hasClass(className) &&
- !jQuery(node.parentNode).hasClass("nohighlight")) {
- var span;
- var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg");
- if (isInSVG) {
- span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
- } else {
- span = document.createElement("span");
- span.className = className;
- }
- span.appendChild(document.createTextNode(val.substr(pos, text.length)));
- node.parentNode.insertBefore(span, node.parentNode.insertBefore(
- document.createTextNode(val.substr(pos + text.length)),
- node.nextSibling));
- node.nodeValue = val.substr(0, pos);
- if (isInSVG) {
- var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect");
- var bbox = node.parentElement.getBBox();
- rect.x.baseVal.value = bbox.x;
- rect.y.baseVal.value = bbox.y;
- rect.width.baseVal.value = bbox.width;
- rect.height.baseVal.value = bbox.height;
- rect.setAttribute('class', className);
- addItems.push({
- "parent": node.parentNode,
- "target": rect});
- }
- }
- }
- else if (!jQuery(node).is("button, select, textarea")) {
- jQuery.each(node.childNodes, function() {
- highlight(this, addItems);
- });
- }
- }
- var addItems = [];
- var result = this.each(function() {
- highlight(this, addItems);
- });
- for (var i = 0; i < addItems.length; ++i) {
- jQuery(addItems[i].parent).before(addItems[i].target);
- }
- return result;
-};
-
-/*
- * backward compatibility for jQuery.browser
- * This will be supported until firefox bug is fixed.
- */
-if (!jQuery.browser) {
- jQuery.uaMatch = function(ua) {
- ua = ua.toLowerCase();
-
- var match = /(chrome)[ \/]([\w.]+)/.exec(ua) ||
- /(webkit)[ \/]([\w.]+)/.exec(ua) ||
- /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) ||
- /(msie) ([\w.]+)/.exec(ua) ||
- ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) ||
- [];
-
- return {
- browser: match[ 1 ] || "",
- version: match[ 2 ] || "0"
- };
- };
- jQuery.browser = {};
- jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true;
-}
diff --git a/docs/build/html/_static/basic.css b/docs/build/html/_static/basic.css
index 4e9a9f1..7577acb 100644
--- a/docs/build/html/_static/basic.css
+++ b/docs/build/html/_static/basic.css
@@ -4,7 +4,7 @@
*
* Sphinx stylesheet -- basic theme.
*
- * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
* :license: BSD, see LICENSE for details.
*
*/
@@ -324,6 +324,7 @@ aside.sidebar {
p.sidebar-title {
font-weight: bold;
}
+
nav.contents,
aside.topic,
div.admonition, div.topic, blockquote {
@@ -331,6 +332,7 @@ div.admonition, div.topic, blockquote {
}
/* -- topics ---------------------------------------------------------------- */
+
nav.contents,
aside.topic,
div.topic {
@@ -606,6 +608,7 @@ ol.simple p,
ul.simple p {
margin-bottom: 0;
}
+
aside.footnote > span,
div.citation > span {
float: left;
diff --git a/docs/build/html/_static/doctools.js b/docs/build/html/_static/doctools.js
index 527b876..d06a71d 100644
--- a/docs/build/html/_static/doctools.js
+++ b/docs/build/html/_static/doctools.js
@@ -4,7 +4,7 @@
*
* Base JavaScript utilities for all Sphinx HTML documentation.
*
- * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
* :license: BSD, see LICENSE for details.
*
*/
diff --git a/docs/build/html/_static/documentation_options.js b/docs/build/html/_static/documentation_options.js
index 69eeb02..4f540df 100644
--- a/docs/build/html/_static/documentation_options.js
+++ b/docs/build/html/_static/documentation_options.js
@@ -1,6 +1,6 @@
var DOCUMENTATION_OPTIONS = {
URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
- VERSION: '1.3.3',
+ VERSION: '1.3.4',
LANGUAGE: 'en',
COLLAPSE_INDEX: false,
BUILDER: 'html',
diff --git a/docs/build/html/_static/jquery-3.6.0.js b/docs/build/html/_static/jquery-3.6.0.js
deleted file mode 100644
index fc6c299..0000000
--- a/docs/build/html/_static/jquery-3.6.0.js
+++ /dev/null
@@ -1,10881 +0,0 @@
-/*!
- * jQuery JavaScript Library v3.6.0
- * https://jquery.com/
- *
- * Includes Sizzle.js
- * https://sizzlejs.com/
- *
- * Copyright OpenJS Foundation and other contributors
- * Released under the MIT license
- * https://jquery.org/license
- *
- * Date: 2021-03-02T17:08Z
- */
-( function( global, factory ) {
-
- "use strict";
-
- if ( typeof module === "object" && typeof module.exports === "object" ) {
-
- // For CommonJS and CommonJS-like environments where a proper `window`
- // is present, execute the factory and get jQuery.
- // For environments that do not have a `window` with a `document`
- // (such as Node.js), expose a factory as module.exports.
- // This accentuates the need for the creation of a real `window`.
- // e.g. var jQuery = require("jquery")(window);
- // See ticket #14549 for more info.
- module.exports = global.document ?
- factory( global, true ) :
- function( w ) {
- if ( !w.document ) {
- throw new Error( "jQuery requires a window with a document" );
- }
- return factory( w );
- };
- } else {
- factory( global );
- }
-
-// Pass this if window is not defined yet
-} )( typeof window !== "undefined" ? window : this, function( window, noGlobal ) {
-
-// Edge <= 12 - 13+, Firefox <=18 - 45+, IE 10 - 11, Safari 5.1 - 9+, iOS 6 - 9.1
-// throw exceptions when non-strict code (e.g., ASP.NET 4.5) accesses strict mode
-// arguments.callee.caller (trac-13335). But as of jQuery 3.0 (2016), strict mode should be common
-// enough that all such attempts are guarded in a try block.
-"use strict";
-
-var arr = [];
-
-var getProto = Object.getPrototypeOf;
-
-var slice = arr.slice;
-
-var flat = arr.flat ? function( array ) {
- return arr.flat.call( array );
-} : function( array ) {
- return arr.concat.apply( [], array );
-};
-
-
-var push = arr.push;
-
-var indexOf = arr.indexOf;
-
-var class2type = {};
-
-var toString = class2type.toString;
-
-var hasOwn = class2type.hasOwnProperty;
-
-var fnToString = hasOwn.toString;
-
-var ObjectFunctionString = fnToString.call( Object );
-
-var support = {};
-
-var isFunction = function isFunction( obj ) {
-
- // Support: Chrome <=57, Firefox <=52
- // In some browsers, typeof returns "function" for HTML netcal.regularization.ConfidencePenalty
T_destinationDict[str, Any])
dump_patches
diff --git a/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.DCAPenalty.html b/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.DCAPenalty.html
index 110f170..0dcacc7 100644
--- a/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.DCAPenalty.html
+++ b/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.DCAPenalty.html
@@ -35,16 +35,13 @@
-
-
-
@@ -351,7 +348,7 @@ netcal.regularization.DCAPenalty
T_destinationDict[str, Any])
dump_patches
diff --git a/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.MMCEPenalty.html b/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.MMCEPenalty.html
index 3243150..4820cf1 100644
--- a/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.MMCEPenalty.html
+++ b/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.MMCEPenalty.html
@@ -35,16 +35,13 @@
-
-
-
@@ -355,7 +352,7 @@ netcal.regularization.MMCEPenalty
T_destinationDict[str, Any])
dump_patches
diff --git a/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.confidence_penalty.html b/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.confidence_penalty.html
index fc96d71..acc674b 100644
--- a/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.confidence_penalty.html
+++ b/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.confidence_penalty.html
@@ -35,16 +35,13 @@
-
-
-
diff --git a/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.AbstractLogisticRegression.html b/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.AbstractLogisticRegression.html
index 742ddab..0fbbcf1 100644
--- a/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.AbstractLogisticRegression.html
+++ b/docs/build/html/_autosummary/_autosummary_scaling/netcal.scaling.AbstractLogisticRegression.html
@@ -35,16 +35,13 @@
-
-
-
@@ -184,7 +181,7 @@ Quick search
netcal.scaling.AbstractLogisticRegression¶