Raman spectra exploring breast tissues: Comparison of principal component analysis and support vector machine-recursive feature elimination

Medical Physics

Volumn 40, Issue 6, 2013, Pages

  Hu, Chengxu ^a   Wang, Juexin ^b   Zheng, Chao ^c   Xu, Shuping ^a   Zhang, Haipeng ^c   Liang, Yanchun ^b   Bi, Lirong ^c   Fan, Zhimin ^c   Han, Bing ^c   Xu, Weiqing ^a  

^a Jilin University   (China)

^b JILIN UNIVERSITY   (China)

^c THE FIRST HOSPITAL OF JILIN UNIVERSITY   (China)

Author keywords

breast cancer; feature selection; PCA; Raman spectroscopy; SVM RFE

Indexed keywords

DIAGNOSIS; FEATURE EXTRACTION; HISTOLOGY; RAMAN SCATTERING; RAMAN SPECTROSCOPY; SPECTRUM ANALYSIS; TISSUE;

BREAST CANCER; CHARACTERISTIC PEAKS; CLINICAL APPLICATION; CORRELATION COEFFICIENT; INVASIVE DUCTAL CARCINOMATA; MAHALANOBIS DISTANCES; SUPPORT VECTOR MACHINE RECURSIVE FEATURE ELIMINATIONS; SVM-RFE;

SUPPORT VECTOR MACHINES;

ADULT; AGED; ARTICLE; BREAST CARCINOMA; BREAST FIBROADENOMA; COMPARATIVE STUDY; CONTROLLED STUDY; CORRELATION COEFFICIENT; DIAGNOSTIC TEST ACCURACY STUDY; FALSE NEGATIVE RESULT; FEMALE; HISTOPATHOLOGY; HUMAN; HUMAN TISSUE; MAJOR CLINICAL STUDY; PRINCIPAL COMPONENT ANALYSIS; PRIORITY JOURNAL; RAMAN SPECTROMETRY; SENSITIVITY AND SPECIFICITY; SUPPORT VECTOR MACHINE; AUTOMATED PATTERN RECOGNITION; BREAST TUMOR; CHEMISTRY; COMPUTER ASSISTED DIAGNOSIS; METHODOLOGY; REPRODUCIBILITY; BREAST NEOPLASMS; PROCEDURES;

TUMOR MARKER;

BREAST NEOPLASMS; DIAGNOSIS, COMPUTER-ASSISTED; FEMALE; HUMANS; PATTERN RECOGNITION, AUTOMATED; PRINCIPAL COMPONENT ANALYSIS; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SPECTRUM ANALYSIS, RAMAN; SUPPORT VECTOR MACHINES; TUMOR MARKERS, BIOLOGICAL;

EID: 84878942598     PISSN: 00942405     EISSN: None     Source Type: Journal    
DOI: 10.1118/1.4804054     Document Type: Article

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