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fix tablle formatting
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jameslamb committed Nov 8, 2023
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Expand Up @@ -18,19 +18,19 @@ Data

We used 5 datasets to conduct our comparison experiments. Details of data are listed in the following table:

+-----------+-----------------------+------------------------------------------------------------------------+-------------+----------+----------------------------------------------+
| Data | Task | Link | #Train\_Set | #Feature | Comments |
+===========+=======================+========================================================================+=============+==========+==============================================+
| Higgs | Binary classification | `link <https://archive.ics.uci.edu/ml/datasets/HIGGS>`__ | 10,500,000 | 28 | last 500,000 samples were used as test set |
+-----------+-----------------------+------------------------------------------------------------------------+-------------+----------+----------------------------------------------+
| Yahoo LTR | Learning to rank | `link <https://webscope.sandbox.yahoo.com/catalog.php?datatype=c>`__ | 473,134 | 700 | set1.train as train, set1.test as test |
+-----------+-----------------------+------------------------------------------------------------------------+-------------+----------+----------------------------------------------+
| MS LTR | Learning to rank | `link <https://www.microsoft.com/en-us/research/project/mslr/>`__ | 2,270,296 | 137 | {S1,S2,S3} as train set, {S5} as test set |
+-----------+-----------------------+------------------------------------------------------------------------+-------------+----------+----------------------------------------------+
+-----------+-----------------------+---------------------------------------------------------------------------------+-------------+----------+----------------------------------------------+
| Data | Task | Link | #Train\_Set | #Feature | Comments |
+===========+=======================+=================================================================================+=============+==========+==============================================+
| Higgs | Binary classification | `link <https://archive.ics.uci.edu/dataset/280/higgs>`__ | 10,500,000 | 28 | last 500,000 samples were used as test set |
+-----------+-----------------------+---------------------------------------------------------------------------------+-------------+----------+----------------------------------------------+
| Yahoo LTR | Learning to rank | `link <https://webscope.sandbox.yahoo.com/catalog.php?datatype=c>`__ | 473,134 | 700 | set1.train as train, set1.test as test |
+-----------+-----------------------+---------------------------------------------------------------------------------+-------------+----------+----------------------------------------------+
| MS LTR | Learning to rank | `link <https://www.microsoft.com/en-us/research/project/mslr/>`__ | 2,270,296 | 137 | {S1,S2,S3} as train set, {S5} as test set |
+-----------+-----------------------+---------------------------------------------------------------------------------+-------------+----------+----------------------------------------------+
| Expo | Binary classification | `link <https://community.amstat.org/jointscsg-section/dataexpo/dataexpo2009>`__ | 11,000,000 | 700 | last 1,000,000 samples were used as test set |
+-----------+-----------------------+------------------------------------------------------------------------+-------------+----------+----------------------------------------------+
| Allstate | Binary classification | `link <https://www.kaggle.com/c/ClaimPredictionChallenge>`__ | 13,184,290 | 4228 | last 1,000,000 samples were used as test set |
+-----------+-----------------------+------------------------------------------------------------------------+-------------+----------+----------------------------------------------+
+-----------+-----------------------+---------------------------------------------------------------------------------+-------------+----------+----------------------------------------------+
| Allstate | Binary classification | `link <https://www.kaggle.com/c/ClaimPredictionChallenge>`__ | 13,184,290 | 4228 | last 1,000,000 samples were used as test set |
+-----------+-----------------------+---------------------------------------------------------------------------------+-------------+----------+----------------------------------------------+

Environment
^^^^^^^^^^^
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