Gene-Expression Based Cancer Classification From Microarray Data: Through Statistical Feature Selection - Softcover

K, Nirmalakumari; Rajaguru, Harikumar; C., Ganesh Babu

 
9786200434135: Gene-Expression Based Cancer Classification From Microarray Data: Through Statistical Feature Selection
Softcover
ISBN 10: 6200434131 ISBN 13: 9786200434135
Verlag: LAP LAMBERT Academic Publishing, 2019

Inhaltsangabe

Microarray technology is used for monitoring thousands of genes at a similar time. This work employs feature selection technique to identify the differently expressed genes by selecting a subset of genes, selecting top ranked genes or removing the redundant genes for better classification model. This work presents the efficiency of three feature selection methods namely one-way ANOVA, Kruskall-Wallis and T-Test for gene selection on three publically available microarray dataset followed by classification of those using Naive Bayes, Binary SVM and Multiclass SVM classification algorithms. The results show the effectiveness of feature selection algorithms on three microarray cancer datasets namely MLL_Leukemia, Lung and SRBCT.

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Über die Autorin bzw. den Autor

K. Nirmalakumari è professore assistente (livello III) presso il Dipartimento di ECE, Bannari Amman Institute of Technology, Sathyamangalam.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2019
Sprache
Englisch
ISBN 10 
6200434131
ISBN 13 
9786200434135
Einband
Taschenbuch
Anzahl der Seiten
56
Kontakt zum Hersteller
Nicht verfügbar
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