Local and global feature selection for multilabel classification with binary relevance : An empirical comparison on flat and hierarchical problems

作者: André Melo , Heiko Paulheim

DOI: 10.1007/S10462-017-9556-4

关键词: Relevance (information retrieval)Transformation (function)Set (abstract data type)Data miningMulticlass classificationSelection (genetic algorithm)Classifier chainsMachine learningArtificial intelligenceBinary numberFeature selectionComputer science

摘要: … Section 2 gives an introduction to multi-label classification, feature selection, and the evaluation metrics used in this paper. Section 3 introduces related works, parts of which are also …

参考文章(60)
Aris Kosmpoulos, Georgios Paliouras, Ion Androutsopoulos, The Effect of Dimensionality Reduction on Large Scale Hierarchical Classification cross language evaluation forum. pp. 160- 171 ,(2014) , 10.1007/978-3-319-11382-1_16
Svetlana Kiritchenko, Fazel Famili, Stan Matwin, Functional Annotation of Genes Using Hierarchical Text Categorization ,(2005)
Fernando E. B. Otero, Alex A. Freitas, Colin G. Johnson, A Hierarchical Classification Ant Colony Algorithm for Predicting Gene Ontology Terms evolutionary computation machine learning and data mining in bioinformatics. pp. 68- 79 ,(2009) , 10.1007/978-3-642-01184-9_7
Kenji Kira, Larry A. Rendell, The feature selection problem: traditional methods and a new algorithm national conference on artificial intelligence. pp. 129- 134 ,(1992)
Thierry Artières, Ioannis Partalas, Nicolas Baskiotis, Ion Androutsopoulos, George Paliouras, Massih-Reza Amini, Aris Kosmopoulos, Éric Gaussier, Patrick Gallinari, LSHTC: A Benchmark for Large-Scale Text Classification. arXiv: Information Retrieval. ,(2015)
Fabian M. Suchanek, Joanna Biega, Farzaneh Mahdisoltani, YAGO3: A Knowledge Base from Multilingual Wikipedias conference on innovative data systems research. ,(2014)
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)
Ivica Slavkov, Jana Karcheska, Dragi Kocev, Slobodan Kalajdziski, Sašo Džeroski, ReliefF for hierarchical multi-label classification NFMCP'13 Proceedings of the 2nd International Conference on New Frontiers in Mining Complex Patterns. pp. 148- 161 ,(2013) , 10.1007/978-3-319-08407-7_10
Florian Brucker, Fernando Benites, Elena Sapozhnikova, An Empirical Comparison of Flat and Hierarchical Performance Measures for Multi-Label Classification with Hierarchy Extraction Knowledge-Based and Intelligent Information and Engineering Systems. pp. 579- 589 ,(2011) , 10.1007/978-3-642-23851-2_59