Feature Selection Based on Mutual Information

Hanchuan Peng, Fuhui Long, & Ding, C. (2005). Feature Selection Based on Mutual Information: Criteria of Max-Dependency, Max-Relevance, and Min-Redundancy. IEEE Transactions on Pattern Analysis and Machine Intelligence, 27(8), 1226-1238.

Type

Journal article

Intellectual base

Primary research

Year

2005

DOI

10.1109/tpami.2005.159

Link

https://doi.org/10.1109/TPAMI.2005.159

Cited by

1 citation across 1 artifact.

Each citation links to the sentence it supports in the citing article.

Mechanisms

• Model Feature Selection Protocol
  • Keep a non-redundant, complementary set. Correlated duplicates are pruned toward minimum redundancy and maximum relevance

    This sourceDerives incremental feature selection that balances maximal relevance with minimal redundancy to obtain a compact feature set.

Verification

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Registry ID ref:059032ffea10 · see in the full table