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test: table
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VincentAuriau committed Sep 10, 2024
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Expand Up @@ -53,8 +53,7 @@ The main contributions are summarized in Tables \ref{tab:comparison1} and \ref{t

: Comparison of the different packages for data handling and downstream opereations.\label{tab:comparison1}

| | Data | Data | | |
| Package | Format | Batching | Assortment | Pricing |
| Package | Data Format | Data Batching | Assortment | Pricing |
| :----------: | :--------------: | :----------------: | :----------: | :------------: |
| Biogeme | wide | $\times$ | $\times$ | $\times$ |
| PyLogit | long | $\times$ | $\times$ | $\times$ |
Expand All @@ -64,13 +63,12 @@ The main contributions are summarized in Tables \ref{tab:comparison1} and \ref{t

: Comparison of the different packages for modelization. CondL, NestL, MixL, and LatC respectively indicate the Conditional Logit, Nested Logit, Mixed Logit and Latent Class models.\label{tab:comparison2}

| Package | Traditional | NeuralNet | Custom | Non-Stochastic | Stochastic |
| | Models | Models | Models | Optimizer | Optimizer |
| :----------: | :-----------------------------: | :----------------: | :------------: | :------------: | :------------------: |
| Biogeme | CondL, NestL,MixL, LatC & more | $\times$ | $\checkmark$ | Newton BFGS | $\quad \times \quad$ |
| PyLogit | CondL, NestL,MixL, Asymmetric | $\times$ | $\times$ | BFGS | $\times$ |
| Torch-Choice | CondL, NestL | $\times$ | $\times$ | L-BFGS | $\checkmark$ |
| Choice-Learn | CondL, NestL, LatC | $\checkmark$ | $\checkmark$ | L-BFGS | $\checkmark$ |
| Package | Traditional Models | NeuralNet Models | Custom Models | Non-Stochastic Optimizer | Stochastic Optimizer |
| :----------: | :-----------------------------: | :----------------: | :------------: | :----------------------: | :------------------: |
| Biogeme | CondL, NestL,MixL, LatC & more | $\times$ | $\checkmark$ | Newton BFGS | $\quad \times \quad$ |
| PyLogit | CondL, NestL,MixL, Asymmetric | $\times$ | $\times$ | BFGS | $\times$ |
| Torch-Choice | CondL, NestL | $\times$ | $\times$ | L-BFGS | $\checkmark$ |
| Choice-Learn | CondL, NestL, LatC | $\checkmark$ | $\checkmark$ | L-BFGS | $\checkmark$ |

# Statement of need

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