Multivariate filter methods for feature selection with the $$\varvec{\gamma }$$-metric

Results highlighted a good combination of both the forward search direction and the <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mi>γ</mml:mi></mml:math> -metric as an evaluation function. However, using the backward search direction, the feature selection algorithm could fall into a local optima and can be improved.

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Publication Details

Journal
BMC Medical Research Methodology
Published
2024-12-19
DOI
https://doi.org/10.1186/s12874-024-02426-9
Citations
1
Primary Topic
Anomaly Detection Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.35

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article

Multivariate filter methods for feature selection with the $$\varvec{\gamma }$$-metric

Nicolas Ngo, Pierre Michel, Roch Giorgi
1 citations
BMC Medical Research Methodology
Anomaly Detection Techniques and Applications
0.35
article

Multivariate filter methods for feature selection with the $$\varvec{\gamma }$$-metric

Nicolas Ngo, Pierre Michel, Roch Giorgi
article en
1 citations

Abstract

Results highlighted a good combination of both the forward search direction and the <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mi>γ</mml:mi></mml:math> -metric as an evaluation function. However, using the backward search direction, the feature selection algorithm could fall into a local optima and can be improved.

BMC Medical Research MethodologyVol. 24(1)
Centre National de la Recherche Scientifique (FR), Inserm (FR), Aix-Marseille Université (FR), Agropolis International (FR), Assistance Publique Hôpitaux de Marseille (FR), Economic & Social Sciences, Health Systems & Medical Informatics (FR), Hôpital de la Timone (FR), Institut de Recherche pour le Développement (FR)
Agence Nationale de la Recherche
Openalex Percentile: Top 30%
Anomaly Detection Techniques and Applications
0.35
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