An Empirical Comparison of Flat and Hierarchical Performance Measures for Multi-Label Classification with Hierarchy Extraction

作者: Florian Brucker , Fernando Benites , Elena Sapozhnikova

DOI: 10.1007/978-3-642-23851-2_59

关键词: Computer scienceSupport vector machineMulti-label classificationArtificial intelligenceMachine learningPairwise comparisonText miningData miningClass hierarchyPrecision and recallClassifier (UML)HierarchyHierarchical clustering

摘要: … To compare the measures, we apply cluster analysis and the approach proposed in [9] for comparison of two PMs on the basis of statistical consistency and discriminancy. In this context …

参考文章(23)
Alex A. Freitas, Ana C. Lorena, André C.P.L.F. Carvalho, Eduardo P. Costa, A review of performance evaluation measures for hierarchical classifiers AAAI Press. ,(2007)
Vipin Kumar, Pang-Ning Tan, Michael M. Steinbach, Introduction to Data Mining ,(2013)
Jan Struyf, Sašo Džeroski, Hendrik Blockeel, Amanda Clare, Hierarchical Multi-classification with Predictive Clustering Trees in Functional Genomics Progress in Artificial Intelligence. ,vol. 3808, pp. 272- 283 ,(2005) , 10.1007/11595014_27
Yu He, Ke Wang, Senqiang Zhou, Hierarchical Classification of Real Life Documents. siam international conference on data mining. pp. 1- 16 ,(2001)
Feihong Wu, Jun Zhang, Vasant Honavar, Learning Classifiers Using Hierarchically Structured Class Taxonomies Lecture Notes in Computer Science. pp. 313- 320 ,(2005) , 10.1007/11527862_24
Lijuan Cai, Thomas Hofmann, Exploiting known taxonomies in learning overlapping concepts international joint conference on artificial intelligence. pp. 714- 719 ,(2007)
Pang-Ning Tan, Vipin Kumar, Michael Steinbach, Introduction to Data Mining, (First Edition) Addison-Wesley Longman Publishing Co., Inc.. ,(2005)
Jesse Davis, Mark Goadrich, The relationship between Precision-Recall and ROC curves Proceedings of the 23rd international conference on Machine learning - ICML '06. ,vol. 148, pp. 233- 240 ,(2006) , 10.1145/1143844.1143874
Florian Brucker, Fernando Benites, Elena Sapozhnikova, Multi-label classification and extracting predicted class hierarchies Pattern Recognition. ,vol. 44, pp. 724- 738 ,(2011) , 10.1016/J.PATCOG.2010.09.010
Clay Woolam, Latifur Khan, Multi-concept Document Classification Using a Perceptron-Like Algorithm web intelligence. ,vol. 1, pp. 570- 574 ,(2008) , 10.1109/WIIAT.2008.410