Advancing feature selection research
作者： Fred Morstatter , Salem Alelyani , Huan Liu , Shashvata Sharma , Aneeth Anand
DOI:
关键词: Computer based 、 Curse of dimensionality 、 Computer science 、 Data science 、 Production (economics) 、 Feature selection
摘要: The rapid advance of computer based high-throughput technique have provided unparalleled opportunities for humans to expand capabilities in production, services, communications, and research. Meanwhile, immense quantities high-dimensional data are accumulated challenging state-of-the-art mining techniques. Feature selection is an essential step successful applications, which can effectively reduce dimensionality by removing the irrelevant (and redundant) features. In past few ...
参考文章(58)
Huan Liu, Zheng Zhao, Semi-supervised Feature Selection via Spectral Analysis. siam international conference on data mining. pp. 641- 646 ,(2007)
Huan Liu, Hiroshi Motoda, None, Computational Methods of Feature Selection Chapman and Hall/CRC. ,(2007) , 10.1201/9781584888796
Huan Liu, Zheng Zhao, Searching for interacting features international joint conference on artificial intelligence. pp. 1156- 1161 ,(2007)
Irwin King, Rong Jin, Michael R. Lyu, Zenglin Xu, Discriminative semi-supervised feature selection via manifold regularization international joint conference on artificial intelligence. pp. 1303- 1308 ,(2009)
Steven L. Salzberg, Alberto Segre, Programs for Machine Learning ,(1994)
Hiroshi Motoda, Huan Liu, Feature Selection for Knowledge Discovery and Data Mining ,(1998)
Kenji Kira, Larry A. Rendell, A Practical Approach to Feature Selection international conference on machine learning. pp. 249- 256 ,(1992) , 10.1016/B978-1-55860-247-2.50037-1
George H John, Ron Kohavi, Karl Pfleger, None, Irrelevant Features and the Subset Selection Problem Machine Learning Proceedings 1994. pp. 121- 129 ,(1994) , 10.1016/B978-1-55860-335-6.50023-4
Wenke Lee, Salvatore J. Stolfo, Kui W. Mok, Adaptive Intrusion Detection: A Data Mining Approach Artificial Intelligence Review. ,vol. 14, pp. 533- 567 ,(2000) , 10.1023/A:1006624031083
Huan Liu, Lei Yu, Feature selection for high-dimensional data: a fast correlation-based filter solution international conference on machine learning. pp. 856- 863 ,(2003)