S. Mukhopadhyay, Indrajit Kurmi, R. Dey, Nandan K. Das, S. Pradhan, A. Pradhan, N. Ghosh, P. Panigrahi, S. Mohanty
{"title":"Optical diagnosis of colon and cervical cancer by support vector machine","authors":"S. Mukhopadhyay, Indrajit Kurmi, R. Dey, Nandan K. Das, S. Pradhan, A. Pradhan, N. Ghosh, P. Panigrahi, S. Mohanty","doi":"10.1117/12.2227316","DOIUrl":null,"url":null,"abstract":"A probabilistic robust diagnostic algorithm is very much essential for successful cancer diagnosis by optical spectroscopy. We report here support vector machine (SVM) classification to better discriminate the colon and cervical cancer tissues from normal tissues based on elastic scattering spectroscopy. The efficacy of SVM based classification with different kernel has been tested on multifractal parameters like Hurst exponent, singularity spectrum width in order to classify the cancer tissues.","PeriodicalId":285152,"journal":{"name":"SPIE Photonics Europe","volume":"25 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-05-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"19","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"SPIE Photonics Europe","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1117/12.2227316","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 19
Abstract
A probabilistic robust diagnostic algorithm is very much essential for successful cancer diagnosis by optical spectroscopy. We report here support vector machine (SVM) classification to better discriminate the colon and cervical cancer tissues from normal tissues based on elastic scattering spectroscopy. The efficacy of SVM based classification with different kernel has been tested on multifractal parameters like Hurst exponent, singularity spectrum width in order to classify the cancer tissues.