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Posted to issues@ignite.apache.org by "Mark Andreev (Jira)" <ji...@apache.org> on 2020/11/17 15:24:00 UTC
[jira] [Created] (IGNITE-13713) [ML] Add target encoding
preprocessor
Mark Andreev created IGNITE-13713:
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Summary: [ML] Add target encoding preprocessor
Key: IGNITE-13713
URL: https://issues.apache.org/jira/browse/IGNITE-13713
Project: Ignite
Issue Type: Improvement
Components: ml
Reporter: Mark Andreev
Assignee: Mark Andreev
Fix For: 2.10
I suggest to add target encoding processor based on "Daniele Miccii-Barreca (2001). A Preprocessing Scheme for High-Cardinality Categorical Attributes in Classification and Prediction Problems. SIGKDD Explor. Newsl. 3, 1. From http://dx.doi.org/10.1145/507533.507538" and implemented in "scikit-learn-contrib/category_encoders" as TargetEncoder ([https://github.com/scikit-learn-contrib/category_encoders/blob/master/category_encoders/target_encoder.py).]
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