diff --git a/docs/Experiments.rst b/docs/Experiments.rst index 70091bd18399..4440a2c0ccae 100644 --- a/docs/Experiments.rst +++ b/docs/Experiments.rst @@ -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 `__ | 10,500,000 | 28 | last 500,000 samples were used as test set | -+-----------+-----------------------+------------------------------------------------------------------------+-------------+----------+----------------------------------------------+ -| Yahoo LTR | Learning to rank | `link `__ | 473,134 | 700 | set1.train as train, set1.test as test | -+-----------+-----------------------+------------------------------------------------------------------------+-------------+----------+----------------------------------------------+ -| MS LTR | Learning to rank | `link `__ | 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 `__ | 10,500,000 | 28 | last 500,000 samples were used as test set | ++-----------+-----------------------+---------------------------------------------------------------------------------+-------------+----------+----------------------------------------------+ +| Yahoo LTR | Learning to rank | `link `__ | 473,134 | 700 | set1.train as train, set1.test as test | ++-----------+-----------------------+---------------------------------------------------------------------------------+-------------+----------+----------------------------------------------+ +| MS LTR | Learning to rank | `link `__ | 2,270,296 | 137 | {S1,S2,S3} as train set, {S5} as test set | ++-----------+-----------------------+---------------------------------------------------------------------------------+-------------+----------+----------------------------------------------+ | Expo | Binary classification | `link `__ | 11,000,000 | 700 | last 1,000,000 samples were used as test set | -+-----------+-----------------------+------------------------------------------------------------------------+-------------+----------+----------------------------------------------+ -| Allstate | Binary classification | `link `__ | 13,184,290 | 4228 | last 1,000,000 samples were used as test set | -+-----------+-----------------------+------------------------------------------------------------------------+-------------+----------+----------------------------------------------+ ++-----------+-----------------------+---------------------------------------------------------------------------------+-------------+----------+----------------------------------------------+ +| Allstate | Binary classification | `link `__ | 13,184,290 | 4228 | last 1,000,000 samples were used as test set | ++-----------+-----------------------+---------------------------------------------------------------------------------+-------------+----------+----------------------------------------------+ Environment ^^^^^^^^^^^