Add CTR conversion for categorical features (with bundling support)#2463
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shiyu1994 wants to merge 0 commit intolightgbm-org:masterfrom
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Add CTR conversion for categorical features (with bundling support)#2463shiyu1994 wants to merge 0 commit intolightgbm-org:masterfrom
shiyu1994 wants to merge 0 commit intolightgbm-org:masterfrom
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@shiyu1994 could you resolve the conflict, and provide some benchmark results? |
guolinke
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Nov 18, 2019
include/LightGBM/bin.h
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| * \param value | ||
| * \return whether has value in categorical to bin | ||
| */ | ||
| inline bool HasValueInCat(double value) const; |
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it seems this is not used anymore.
guolinke
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Nov 18, 2019
include/LightGBM/bin.h
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| */ | ||
| void FindBin(double* values, int num_values, size_t total_sample_cnt, int max_bin, int min_data_in_bin, int min_split_data, BinType bin_type, | ||
| bool use_missing, bool zero_as_missing); | ||
| bool use_missing, bool zero_as_missing, bool use_ctr); |
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@shiyu1994 could you rewrite this when have time? |
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Ok. I will rewrite it for the latest version of master branch. |
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Replaced by Pull Request #3234 |
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This pull request has been automatically locked since there has not been any recent activity since it was closed. To start a new related discussion, open a new issue at https://github.com/microsoft/LightGBM/issues including a reference to this. |
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This version keeps the original categorical split decisions in trees. We will change to pure numerical decisions in trees soon by recording the mappings from categorical values to CTR values in model. The modification so far only handles the ordinary train and prediction process of LightGBM, other functions like ForceSplits requires further check.