Literature DB >> 7553607

Evolving neural networks for detecting breast cancer.

D B Fogel1, E C Wasson, E M Boughton.   

Abstract

Artificial neural networks are applied to the problem of detecting breast cancer from histologic data. Evolutionary programming is used to train the networks. This stochastic optimization method reduces the chance of becoming trapped in locally optimal weight sets. Preliminary results indicate that very parsimonious neural nets can outperform other methods reported in the literature on the same data. The results are statistically significant.

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Year:  1995        PMID: 7553607     DOI: 10.1016/0304-3835(95)03916-k

Source DB:  PubMed          Journal:  Cancer Lett        ISSN: 0304-3835            Impact factor:   8.679


  5 in total

1.  New statistical learning theory paradigms adapted to breast cancer diagnosis/classification using image and non-image clinical data.

Authors:  Walker H Land; John J Heine; Tom Raway; Alda Mizaku; Nataliya Kovalchuk; Jack Y Yang; Mary Qu Yang
Journal:  Int J Funct Inform Personal Med       Date:  2008-01

2.  A new and fast image feature selection method for developing an optimal mammographic mass detection scheme.

Authors:  Maxine Tan; Jiantao Pu; Bin Zheng
Journal:  Med Phys       Date:  2014-08       Impact factor: 4.071

3.  Introduction of a New Diagnostic Method for Breast Cancer Based on Fine Needle Aspiration (FNA) Test Data and Combining Intelligent Systems.

Authors:  Mohammad Fiuzy; Javad Haddadnia; Nasrin Mollania; Maryam Hashemian; Kazem Hassanpour
Journal:  Iran J Cancer Prev       Date:  2012

4.  Decision Support for Breast Cancer Detection: Classification Improvement Through Feature Selection.

Authors:  Flavio S Fogliatto; Michel J Anzanello; Felipe Soares; Priscila G Brust-Renck
Journal:  Cancer Control       Date:  2019 Jan-Dec       Impact factor: 3.302

5.  An Optimization Algorithm for Computer-Aided Diagnosis of Breast Cancer Based on Support Vector Machine.

Authors:  Yifeng Dou; Wentao Meng
Journal:  Front Bioeng Biotechnol       Date:  2021-07-05
  5 in total

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