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Axiomatic approach to feature subset selection based on ...
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由 H Wang 著作1999被引用 90 次 — In this paper, we propose two axioms for feature subset selection-sufficiency axiom and necessity axiom-based on which this link is formalized: The expected ...
Axiomatic approach to feature subset selection based on ...
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由 H Wang 著作被引用 90 次 — Abstract. In this paper an axiomatic characterisation of feature subset selection is presented. Two axioms are presented: su ciency axiom | preservation of ...
Axiomatic Approach to Feature Subset Selection Based on ...
IEEE Computer Society
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IEEE Computer Society
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由 H Wang 著作1999被引用 90 次 — This theorem formalizes the intuitive connection between relevance and FSS. Therefore, if we accept the above two axioms, the expected feature subset is ...
Axiomatic approach to feature subset selection based on relevance
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Relevance has traditionally been linked with feature subset selection, but formalization of this link has not been attempted. In this paper, we propose two ...
Axiomatic Approach to Feature Subset Selection Based on ...
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This paper proposes two axioms for feature subset selection-sufficiency axiom and necessity axiom-based on which this link is formalized: the expected ...
Feature subset selection based on relevance
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由 H Wang 著作1997被引用 11 次 — In this paper an axiomatic characterisation of feature subset selection is presented. Two axioms are presented: sufficiency axiom—preservation of learning ...
Axiomatic approach to feature subset selection based on relevance
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Existing feature selection methods mainly focus on finding relevant features. In this paper, we show that feature relevance alone is insufficient for efficient ...
Axiomatic approach to feature subset selection based on relevance
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TL;DR: This paper proves that the notion of relevance of attributes is directly related to the consistency of attributes, and shows how relevant, irredundant ...
Relevance Approach to Feature Subset Selection
Springer
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由 H Wang 著作1998被引用 25 次 — Based on the relevance characterisation, a heuristic selection algorithm is presented and experimented with. The results support the axioms. Download to read ...
Axiomatic approach to feature subset selection based on relevance ...
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In this paper, we propose two axioms for feature subset selection-sufficiency axiom and necessity axiom-based on which this link is formalized: The expected ...