Comparison of Classifier Fusion Methods for Classification in Pattern Recognition Tasks
作者： Francisco Moreno-Seco , José M. Iñesta , Pedro J. Ponce de León , Luisa Micó
DOI: 10.1007/11815921_77
关键词: Ensembles of classifiers 、 Artificial intelligence 、 Computer science 、 Random subspace method 、 Support vector machine 、 Cascading classifiers 、 Pattern recognition 、 Classifier (UML) 、 Sensor fusion 、 Voting
摘要: This work presents a comparison of current research in the use voting ensembles classifiers order to improve accuracy single and make performance more robust against difficulties that each individual classifier may have. Also, number combination rules are proposed. Different schemes discussed compared study ensemble task. The have been trained on real data available for benchmarking also applied case related statistical description models melodies music genre recognition.
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sci-hub.se 参考文章(16)
Efstathios Stamatatos, Gerhard Widmer, Music performer recognition using an ensemble of simple classifiers european conference on artificial intelligence. pp. 335- 339 ,(2002)
Ludmila I. Kuncheva, That Elusive Diversity in Classifier Ensembles iberian conference on pattern recognition and image analysis. ,vol. 2652, pp. 1126- 1138 ,(2003) , 10.1007/978-3-540-44871-6_130
Thomas G. Dietterich, Machine Learning for Sequential Data: A Review Lecture Notes in Computer Science. pp. 15- 30 ,(2002) , 10.1007/3-540-70659-3_2
Thomas G. Dietterich, Ensemble Methods in Machine Learning Multiple Classifier Systems. pp. 1- 15 ,(2000) , 10.1007/3-540-45014-9_1
José M. Iñesta, Pedro J. Ponce de León, Statistical description models for melody analysis and characterization international computer music conference. ,vol. 2004, ,(2004)
Mark A. Hall, Ian H. Witten, Eibe Frank, Data Mining: Practical Machine Learning Tools and Techniques ,(1999)
Jón Atli Benediktsson, Fabio Roli, Josef Kittler, Multiple Classifier Systems ,(2008)
Carlos Pérez-Sancho, José M. Iñesta, Jorge Calera-Rubio, Style recognition through statistical event models Journal of New Music Research. ,vol. 34, pp. 331- 339 ,(2005) , 10.1080/09298210600578113
Derek Partridge, Niall Griffith, Multiple Classifier Systems: Software Engineered, Automatically Modular Leading to a Taxonomic Overview Pattern Analysis and Applications. ,vol. 5, pp. 180- 188 ,(2002) , 10.1007/S100440200016
C. L. Blake, UCI Repository of machine learning databases www.ics.uci.edu/〜mlearn/MLRepository.html. ,(1998)