A review of feature selection methods on synthetic data

Author:

Bolón-Canedo Verónica,Sánchez-Maroño Noelia,Alonso-Betanzos Amparo

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence,Hardware and Architecture,Human-Computer Interaction,Information Systems,Software

Reference78 articles.

1. Kalousis A, Prados J, Hilario M (2007) Stability of feature selection algorithms: a study on high-dimensional spaces. Knowl Inf Syst 12(1): 95–116

2. Yang Y, Pederson JO (2003) A comparative study on feature selection in text categorization. In: Proceedings of the 20th international conference on machine learning, pp 856–863

3. Yu L, Liu H (2004) Efficient feature selection via analysis of relevance and redundancy. J Mach Learn Res 5: 1205–1224

4. Provost F (2000) Distributed data mining: scaling up and beyond. In: Kargupta H, Chan P (eds) Advances in distributed data mining. Morgan Kaufmann, San Francisco

5. Guyon I, Elisseeff A (2003) An introduction to variable and feature selection. J Mach Learn Res 3: 1157–1182

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