Detection of Cooperative Interactions in Logistic Regression Models

An important problem in the field of bioinformatics is to identify interactive effects among profiled variables for outcome prediction. In this paper, a logistic regression model with pairwise interactions among a set of binary covariates is considered. Modeling the structure of the interactions by...

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Veröffentlicht in:	IEEE transactions on signal processing 2017-04, Vol.65 (7), p.1765-1780
Hauptverfasser:	Xu, Easton Li, Qian, Xiaoning, Liu, Tie, Cui, Shuguang
Format:	Artikel
Sprache:	eng
Schlagworte:	Biological system modeling Computational biology Computational modeling Diseases feature selection Logistic regression model Logistics Mutual information pairwise interaction Signal processing algorithms structure learning
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