A GA-based feature selection and parameter optimization of an ANN in diagnosing breast cancer

作者: Fadzil Ahmad , Nor Ashidi Mat Isa , Zakaria Hussain , Muhammad Khusairi Osman , Siti Noraini Sulaiman

DOI: 10.1007/S10044-014-0375-9

关键词: Feature selectionPattern recognition (psychology)Machine learningGenetic algorithmBreast cancerPattern recognitionBackpropagationComputer scienceGradient descentMultilayer perceptronArtificial neural networkArtificial intelligence

摘要: … technique using a genetic algorithm (GA) for simultaneous feature selection and parameter … Besides, the effect of the feature selection and manual determination of the hidden node …

参考文章(49)
M. Hall, Correlation-based Feature Selection for Machine Learning PhD Thesis, Waikato Univer-sity. ,(1998)
A.A. Albrecht, G. Lappas, S.A. Vinterbo, C. Wong, L. Ohno-Machado, Two applications of the LSA machine international conference on neural information processing. ,vol. 1, pp. 184- 189 ,(2002) , 10.1109/ICONIP.2002.1202156
David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams, Learning representations by back-propagating errors Nature. ,vol. 323, pp. 696- 699 ,(1988) , 10.1038/323533A0
Bertha Guijarro-Berdiñas, Oscar Fontenla-Romero, Beatriz Pérez-Sánchez, Paula Fraguela, A Linear Learning Method for Multilayer Perceptrons Using Least-Squares Intelligent Data Engineering and Automated Learning - IDEAL 2007. pp. 365- 374 ,(2007) , 10.1007/978-3-540-77226-2_38
S. Esugasini, Mohd Yusoff Mashor, Nor Ashidi Mat Isa, Nor Hayati Othman, Performance Comparison for MLP Networks Using Various Back Propagation Algorithms for Breast Cancer Diagnosis Lecture Notes in Computer Science. pp. 123- 130 ,(2005) , 10.1007/11552451_17
Rossitza Setchi, Ivan Jordanov, Robert J. Howlett, Lakhmi C. Jain, Knowledge-Based Intelligent Information and Engineering Systems ,(2004)
J. R. Quinlan, Improved use of continuous attributes in C4.5 Journal of Artificial Intelligence Research. ,vol. 4, pp. 77- 90 ,(1996) , 10.1613/JAIR.279
Drasko Furundzic, Miodrag Djordjevic, Ana Jovicevic Bekic, Neural networks approach to early breast cancer detection Journal of Systems Architecture. ,vol. 44, pp. 617- 633 ,(1998) , 10.1016/S1383-7621(97)00067-2
Hussein A. Abbass, An evolutionary artificial neural networks approach for breast cancer diagnosis Artificial Intelligence in Medicine. ,vol. 25, pp. 265- 281 ,(2002) , 10.1016/S0933-3657(02)00028-3
Jatinder N.D Gupta, Randall S Sexton, Comparing backpropagation with a genetic algorithm for neural network training Omega-international Journal of Management Science. ,vol. 27, pp. 679- 684 ,(1999) , 10.1016/S0305-0483(99)00027-4