Combining ELMs with random projections

IEEE Intelligent Systems

Volumn 28, Issue 6, 2013, Pages 46-48

  Gastaldo, Paolo ^a   Zunino, Rodolfo ^a   Cambria, Erik ^b   Decherchi, Sergio ^c  

^a UNIVERSITY OF GENOA   (Italy)

^b MIT MEDIA LAB   (United States)

^c ISTITUTO ITALIANO DI TECNOLOGIA   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

DISEASES; MAPPING;

BINARY CLASSIFICATION PROBLEMS; COLON CANCER; ERROR RATE; FEATURE MAPPING; GENE EXPRESSION PROFILES; LEAVE-ONE-OUT; RANDOM PROJECTIONS;

GENE EXPRESSION;

EID: 84906949151     PISSN: 15411672     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (4)

1. G.-B. Huang et al., "Extreme Learning Machine for Regression and Multiclass Classification," IEEE Trans. Systems, Man, and Cybernetics, vol. 42, no. 2, 2012, pp. 513-529.
2. R. Baraniuk et al., "A Simple Proof of the Restricted Isometry Property for Random Matrices," Constructive Approximation, vol. 28, no. 3, 2008, pp. 253-263.
3. G.-B. Huang, D.H. Wang, and Y. Lan, "Extreme Learning Machines: A Survey," Int' J. Machine Leaning and Cybernetics, vol. 2, no. 2, 2011, pp. 107-122.
4. Y. Miche, B. Schrauwen, and A. Lendasse, "Machine Learning Techniques based on Random Projections," Proc. of European Symp. Artificial Neural Networks-Computational Intelligence and Machine Learning, 2010, pp. 295-302.