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VincentAuriau committed May 23, 2024
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Expand Up @@ -49,19 +49,19 @@ Choice-Learn provides a modular suite of choice modeling tools for practitioners

A summary of the main contributions of Choice-Learn is provided in Table \ref{tab:comparison}.

+--------------+-------------+-----------+----------------+-----------+----------------+-------------+-----------+--------+------------+-----------+
| Package | Data Processing | Estimation | Models | Downstream Operations |
+:============:+:===========:+:=========:+:==============:+:=========:+:==============:+:===========:+:=========:+:======:+:==========:+:=========:+
| | Format | Batching | Non-stochastic | Stochstic | Regularization | Traditional | NeuralNet | Custom | Assortment | Pricing |
+--------------+-------------+-----------+----------------+-----------+----------------+-------------+-----------+--------+------------+-----------+
| Biogeme | cells span columns | cells span columns | cells span columns | cells span columns | columns |
+--------------+-------------+-----------+----------------+-----------+----------------+-------------+-----------+--------+------------+-----------+
| PyLogit | cells span columns | cells span columns | cells span columns | cells span columns | columns |
+--------------+-------------+-----------+----------------+-----------+----------------+-------------+-----------+--------+------------+-----------+
| Torch-Choice | cells span columns | cells | - body | cells span columns | cells span columns | columns |
+--------------+-------------+-----------+----------------+-----------+----------------+-------------+-----------+--------+------------+-----------+
| Choice-Learn | cells span columns | | - here | cells span columns | cells span columns | columns |
+==============+=============+===========+================+===========+================+=============+===========+========+============+===========+
+--------------+-------------+--------------------+----------------+-----------+----------------+-------------+-----------+---------+------------+-----------+
| Package | Data Processing | Estimation | Models | Downstream Operations |
+--------------+-------------+--------------------+----------------+-----------+----------------+-------------+-----------+---------+------------+-----------+
| | Format | Batching | Non-stochastic | Stochastic | Regularization | Traditional | NeuralNet | Custom | Assortment | Pricing |
+:============:+:===========:+:==================:+:==============:+:=========:+:==============:+:===========:+:=========:+:=======:+:==========:+:=========:+
| Biogeme | wide | X | cells span columns | cells span columns | cells span columns | columns |
+--------------+-------------+--------------------+----------------+-----------+----------------+-------------+-----------+---------+------------+-----------+
| PyLogit | format | X | cells span columns | cells span columns | cells span columns | columns |
+--------------+-------------+--------------------+----------------+-----------+----------------+-------------+-----------+---------+------------+-----------+
| Torch-Choice | | :white_check_mark: | cells | - body | cells span columns | cells span columns | columns |
+--------------+-------------+--------------------+----------------+-----------+----------------+-------------+-----------+---------+------------+-----------+
| Choice-Learn | | :white_check_mark: | | - here | cells span columns | cells span columns | columns |
+==============+=============+====================+================+===========+================+=============+===========+=========+============+===========+


# Statement of need
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