JOURNAL ARTICLE

Feature Selection Facilitated Classification For Breast Cancer Prediction

Abstract

Breast cancer is emerging as a torrid research area which attacks the women at an unprecedented rate. In this research we have concentrated on prediction of the breast cancer with few attributes. We have employed feature selection as the preprocessing step for the classification. We used three classifiers and two feature selection strategies for this paper. This work is mainly focused on using the minimal number of attributes for the prediction of cancer in order to reduce the data handling overhead. The preprocessing of data by feature selection creates a major impact in the outcome parameters of the classifier. The results are presented with the detailed discussion.

Keywords:
Feature selection Preprocessor Computer science Classifier (UML) Artificial intelligence Data pre-processing Machine learning Breast cancer Selection (genetic algorithm) Pattern recognition (psychology) Data mining Feature extraction Cancer Medicine

Metrics

5
Cited By
0.61
FWCI (Field Weighted Citation Impact)
10
Refs
0.75
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

AI in cancer detection
Physical Sciences →  Computer Science →  Artificial Intelligence
Gene expression and cancer classification
Life Sciences →  Biochemistry, Genetics and Molecular Biology →  Molecular Biology
Spectroscopy and Chemometric Analyses
Physical Sciences →  Chemistry →  Analytical Chemistry

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