A New Diverse AdaBoost Classifier
作者： Tae-Ki An , Moon-Hyun Kim
DOI: 10.1109/AICI.2010.82
关键词: Statistical classification 、 Decision tree 、 Minification 、 Iterative method 、 Linear combination 、 Pattern recognition 、 Computer science 、 Classifier (UML) 、 Random subspace method 、 AdaBoost 、 Artificial intelligence 、 Machine learning
摘要: … AdaBoost … new AdaBoost algorithm with considering diversity in chapter 3. In chapter 4, we compare performance between the real AdaBoost algorithm and the proposed Div-AdaBoost …
sci-hub.se 参考文章(10)
Louisa Lam, Classifier Combinations: Implementations and Theoretical Issues multiple classifier systems. pp. 77- 86 ,(2000) , 10.1007/3-540-45014-9_7
Thomas G. Dietterich, An Experimental Comparison of Three Methods for Constructing Ensembles of Decision Trees: Bagging, Boosting, and Randomization Machine Learning. ,vol. 40, pp. 139- 157 ,(2000) , 10.1023/A:1007607513941
Ron Kohavi, A study of cross-validation and bootstrap for accuracy estimation and model selection international joint conference on artificial intelligence. ,vol. 2, pp. 1137- 1143 ,(1995)
Xuchun Li, Lei Wang, Eric Sung, AdaBoost with SVM-based component classifiers Engineering Applications of Artificial Intelligence. ,vol. 21, pp. 785- 795 ,(2008) , 10.1016/J.ENGAPPAI.2007.07.001
Robert E. Schapire, Yoram Singer, Improved boosting algorithms using confidence-rated predictions conference on learning theory. ,vol. 37, pp. 80- 91 ,(1998) , 10.1145/279943.279960
Tin Kam Ho, The random subspace method for constructing decision forests IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 20, pp. 832- 844 ,(1998) , 10.1109/34.709601
Ludmila I. Kuncheva, Christopher J. Whitaker, Measures of Diversity in Classifier Ensembles and Their Relationship with the Ensemble Accuracy Machine Learning. ,vol. 51, pp. 181- 207 ,(2003) , 10.1023/A:1022859003006
Prem Melville, Raymond J. Mooney, Creating diversity in ensembles using artificial data Information Fusion. ,vol. 6, pp. 99- 111 ,(2005) , 10.1016/J.INFFUS.2004.04.001
Dianhong Wang, Liangxiao Jiang, An Improved Attribute Selection Measure for Decision Tree Induction fuzzy systems and knowledge discovery. ,vol. 4, pp. 654- 658 ,(2007) , 10.1109/FSKD.2007.161
Paul Viola, Michael J. Jones, Robust Real-Time Face Detection International Journal of Computer Vision. ,vol. 57, pp. 137- 154 ,(2004) , 10.1023/B:VISI.0000013087.49260.FB