A hybrid classifier combining Borderline-SMOTE with AIRS algorithm for estimating brain metastasis from lung cancer: A case study in Taiwan. Issue 2 (April 2015)

• Record Type: Journal Article
• Authors: Wang, Kung-Jeng; Adrian, Angelia Melani; Chen, Kun-Huang; Wang, Kung-Min
• Is Part Of: Computer methods and programs in biomedicine. Volume 119:Issue 2(2015)
• Page Start: 63
• Page End: 76
• Publication Date: 2015-04
• Subjects: Medicine -- Computer programs -- Periodicals; Biology -- Computer programs -- Periodicals; Computers -- Periodicals; Medicine -- Periodicals; Médecine -- Logiciels -- Périodiques; Biologie -- Logiciels -- Périodiques; Biology -- Computer programs; Medicine -- Computer programs; Periodicals; Electronic journals; 610.28
• DOI: 10.1016/j.cmpb.2015.03.003
• Languages: English
• ISSNs: 0169-2607

Abstract

<abstract abstract-type="author-highlights" id="abs0005"> <title id="sect0005">Highlights</title> <sec> <p id="spar0005"> <list id="lis0005"> <list-item id="lsti0005"> <label></label> <p id="par0005">Developing a new classifier approach by combining borderline SMOTE and AIRS.</p> </list-item> <list-item id="lsti0010"> <label></label> <p id="par0010">Eight medical datasets from UCI machine learning repository were evaluated.</p> </list-item> <list-item id="lsti0015"> <label></label> <p id="par0015">Outperform well-known classifiers.</p> </list-item> <list-item id="lsti0020"> <label></label> <p id="par0020">The proposed method can handle imbalanced class problems efficiently.</p> </list-item> <list-item id="lsti0025"> <label></label> <p id="par0025">Applying successfully to the prediction of lung cancer to brain metastasis.</p> </list-item> </list> </p> </sec> </abstract>