DRC-BK: Mining Classification Rules by Using Boolean Kernels Export

@incollection{Zhang:2005, abstract = {An understandable classification models is very useful to human experts. Currently, SVM classifiers have good classification performance; however, their classification model is non-understandable. In this paper, we build DRC-BK, a decision rule classifier, which is based on structural risk minimization theory. Experiment results on UCI dataset and Reuters21578 dataset show that DRC-BK has excellent classification performance and excellent scalability, and that when applied with MPDNF kernel, DRC-BK performances the best. Keywords: Boolean Kernel, SVM, Decision Rule Classifier.}, author = {Zhang, Yang and Li, Zhanhuai and Cui, Kebin}, citeulike-article-id = {5839878}, citeulike-linkout-0 = {http://dx.doi.org/10.1007/11424758_23}, citeulike-linkout-1 = {http://www.springerlink.com/content/p0k1y5f1qnpb5ab8}, doi = {10.1007/11424758_23}, journal = {Computational Science and Its Applications – ICCSA 2005}, keywords = {phd, rule-extraction, svm}, pages = {214--222}, posted-at = {2009-09-25 11:51:35}, priority = {0}, title = {DRC-BK: Mining Classification Rules by Using Boolean Kernels}, url = {http://dx.doi.org/10.1007/11424758_23}, year = {2005} }

TY - CHAP ID - Zhang:2005 L3 - citeulike-article-id:5839878 N2 - An understandable classification models is very useful to human experts. Currently, SVM classifiers have good classification performance; however, their classification model is non-understandable. In this paper, we build DRC-BK, a decision rule classifier, which is based on structural risk minimization theory. Experiment results on UCI dataset and Reuters21578 dataset show that DRC-BK has excellent classification performance and excellent scalability, and that when applied with MPDNF kernel, DRC-BK performances the best. Keywords: Boolean Kernel, SVM, Decision Rule Classifier. JF - Computational Science and Its Applications – ICCSA 2005 EP - 222 TI - DRC-BK: Mining Classification Rules by Using Boolean Kernels SP - 214 KW - phd KW - rule-extraction KW - svm AU - Zhang, Yang AU - Li, Zhanhuai AU - Cui, Kebin PY - 2005/// UR - http://dx.doi.org/10.1007/11424758_23 ER -