Estimating optimal feature subsets using mutual information feature selector and rough sets

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5476 LNAI, Issue , 2009, Pages 973-980

  Foitong, Sombut ^a   Rojanavasu, Pornthep ^a   Attachoo, Boonwat ^a   Pinngern, Ouen ^b  

^a KING MONGKUT'S INSTITUTE OF TECHNOLOGY LADKRABANG   (Thailand)

^b RAMKHAMHAENG UNIVERSITY   (Thailand)

Author keywords

C4.5; MLP; Mutual Information; Nonlinear Problems; Rough sets

Indexed keywords

C4.5; MLP; MUTUAL INFORMATION; NONLINEAR PROBLEMS; ROUGH SETS;

FUZZY SETS; LINEARIZATION; MINING; OPTIMIZATION; ROUGH SET THEORY;

FEATURE EXTRACTION;

EID: 67650705016     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-01307-2_103     Document Type: Conference Paper

References (10)

1. Battiti, R.: Using mutual information for selecting features in supervised neural net learning. IEEE Trans. Neural Networks 5 (July 1994)
2. Kwak, N., Choi, C.-H.: Input Feature Selection for Classification Problems. IEEE Trans. Neural Networks 13(1), 143-159 (2002) (Pubitemid 34236844)
3. Al-ani, A., Deriche, M.: An optimal feature selection technique using the concept of mutual information. In: Proc. 6th ISSPA, Kuala Lumpar, Malaysia, pp. 477-480 (2001)
4. Li, W.T.: Mutual information functions versus correlation functions. Stat. Phys. 60(5/6), 823-837 (1990)
5. Principe, J.C., Xu, D., Fisher III, J.: Information theoretic learning. In: Haykin, S. (ed.) Unsupervised Adaptive Filtering, pp. 265-320. Wiley, New York (2000)
6. Murphy, P.M., Aha, D.W.: UCI Repository of Machine Learning Databases (1994)
7. Taguchi, G.: Taguchi on Robust Technology Development. Amer. Soc. Mech. Eng., New York (1993)
8. Pawlaw, Z.: Rough sets: Theoretical Aspects of Reasoning about Data. Kluwer Academic Publishing, Dordrecht (1991)
9. Fraser, A.M., Swinney, H.L.: Independent coordinates for strange attractors from mutual information. Phys. Rev. A 33(2) (1986)
10. Katzberg, J., Ziarko, W.: Variable precision rough sets with asymmetric bounds. In: Proc. of the RSKD 1993, Banff, Canada, October 12-15, pp. 163-191 (1993)