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.
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.
- Keep a non-redundant, complementary set. Correlated duplicates are pruned toward minimum redundancy and maximum relevance
Verification¶
Does it exist? Confirmed. This work's DOI resolves to a registered record, which fixes its identity. That is all it fixes.
Does it back the claim? Not recorded. The single citation of this work carries no recorded support check.
Was it audited? Yes. A second, independent pass read the citation against the article text and recorded a verdict.
Support is checked per citation rather than per work — the same source can be cited soundly in one article and wrongly in another. Per-citation recording began recently, so a citation with no recorded check is a gap in the record rather than evidence it went unchecked.
See how references were verified.
Registry ID ref:059032ffea10 · see in the full table