Bias and Stability of Single Variable Classifiers for Feature Ranking and Selection.

Fakhraei, Shobeir; Soltanian-Zadeh, Hamid; Fotouhi, Farshad

Fakhraei, Shobeir; Soltanian-Zadeh, Hamid; Fotouhi, Farshad.

Afiliación

Fakhraei S; Medical Image Analysis Laboratory, Department of Radiology, Henry Ford Health System, Detroit, MI 48202, USA ; Department of Computer Science, University of Maryland, College Park, MD 20740, USA.
Soltanian-Zadeh H; Medical Image Analysis Laboratory, Department of Radiology, Henry Ford Health System, Detroit, MI 48202, USA ; Control and Intelligent Processing Center of Excellence (CIPCE), School of Electrical and Computer Engineering, University of Tehran, Tehran 14395, Iran.
Fotouhi F; College of Engineering, Wayne State University, Detroit, MI 48202, USA.

Expert Syst Appl ; 14(15): 6945-6958, 2014 Nov 01.

Article en En | MEDLINE | ID: mdl-25177107

Palabras clave

AdaBoost; Bias; Dimension Reduction; Feature Ranking; Feature Selection; K-Nearest Neighbors; Logistic Regression; Multilayer Perceptron; Naïve Bayes; Random Forests; Single Variable Classifier; Stability; Support Vector Machines

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Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Tipo de estudio: Prognostic_studies Idioma: En Revista: Expert Syst Appl Año: 2014 Tipo del documento: Article País de afiliación: Estados Unidos

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