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Volumn , Issue , 2004, Pages 93-102

Towards a unification of information theoretic learning and Kernel methods

Author keywords

[No Author keywords available]

Indexed keywords

ESTIMATION; INFORMATION ANALYSIS; LEARNING ALGORITHMS; PRINCIPAL COMPONENT ANALYSIS; PROBABILITY DENSITY FUNCTION; PROBLEM SOLVING; RADIAL BASIS FUNCTION NETWORKS; VECTORS;

EID: 17644422252     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (20)

References (16)
  • 2
    • 27144489164 scopus 로고    scopus 로고
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    • C. J. C. Burges, "A Tutorial on Support Vector Machines for Pattern Recognition," Knowledge Discovery and Data Mining, vol. 2, no. 2, pp. 121-167, 1998.
    • (1998) Knowledge Discovery and Data Mining , vol.2 , Issue.2 , pp. 121-167
    • Burges, C.J.C.1
  • 4
    • 0347243182 scopus 로고    scopus 로고
    • Nonlinear component analysis as a Kernel eigenvalue problem
    • B. Schölkopf, A. J. Smola, and K. R. Müller, "Nonlinear Component Analysis as a Kernel Eigenvalue Problem," Neural Computation, vol. 10, pp. 1299-1319, 1998.
    • (1998) Neural Computation , vol.10 , pp. 1299-1319
    • Schölkopf, B.1    Smola, A.J.2    Müller, K.R.3
  • 7
    • 85037798019 scopus 로고    scopus 로고
    • Engineering support vector machine kernels that recognize translation invariant sites in DNA
    • A. Zien, G. Rätsch, S. Mika, B. Schölkopf, T. Lengauer, and K. R. Müller, "Engineering Support Vector Machine Kernels that Recognize Translation Invariant Sites in DNA," Bioinformatics, vol. 16, pp. 906-914, 2000.
    • (2000) Bioinformatics , vol.16 , pp. 906-914
    • Zien, A.1    Rätsch, G.2    Mika, S.3    Schölkopf, B.4    Lengauer, T.5    Müller, K.R.6
  • 8
    • 0000986833 scopus 로고    scopus 로고
    • Information theoretic learning
    • S. Haykin (Ed.), John Wiley & Sons, Chapter 7
    • J. Principe, D. Xu, and J. Fisher, "Information Theoretic Learning," in Unsupervised Adaptive Filtering, S. Haykin (Ed.), John Wiley & Sons, 2000, vol. I, Chapter 7.
    • (2000) Unsupervised Adaptive Filtering , vol.1
    • Principe, J.1    Xu, D.2    Fisher, J.3
  • 9
    • 0036737108 scopus 로고    scopus 로고
    • Generalized information potential criterion for adaptive system training
    • D. Erdogmus and J. C. Principe, "Generalized Information Potential Criterion for Adaptive System Training," IEEE Transactions on Neural Networks, vol. 13, no. 5, pp. 1035-1044, 2002.
    • (2002) IEEE Transactions on Neural Networks , vol.13 , Issue.5 , pp. 1035-1044
    • Erdogmus, D.1    Principe, J.C.2
  • 11
    • 0035369829 scopus 로고    scopus 로고
    • Blind source separation using Renyi's mutual information
    • K. E. Hild II, D. Erdogmus, and J. C. Principe, "Blind Source Separation using Renyi's Mutual Information," IEEE Signal Processing Letters, vol. 8, no. 6, pp. 174-176, 2001.
    • (2001) IEEE Signal Processing Letters , vol.8 , Issue.6 , pp. 174-176
    • Hild II, K.E.1    Erdogmus, D.2    Principe, J.C.3
  • 13
    • 0001500115 scopus 로고
    • Functions of positive and negative type and their connection with the theory of integral equations
    • J. Mercer, "Functions of Positive and Negative Type and their Connection with the Theory of Integral Equations," Philos. Trans. Roy. Soc. London, vol. A, pp. 415-446, 1909.
    • (1909) Philos. Trans. Roy. Soc. London , vol.A , pp. 415-446
    • Mercer, J.1
  • 14
    • 0001473437 scopus 로고
    • On the estimation of a probability density function and the mode
    • E. Parzen, "On the Estimation of a Probability Density Function and the Mode," Ann. Math. Stat., vol. 32, pp. 1065-1076, 1962.
    • (1962) Ann. Math. Stat. , vol.32 , pp. 1065-1076
    • Parzen, E.1
  • 15
    • 0012993529 scopus 로고    scopus 로고
    • Orthogonal series density estimation and the kernel eigenvalue problem
    • M. Girolami, "Orthogonal Series Density Estimation and the Kernel Eigenvalue Problem," Neural Computation, vol. 14, no. 3, pp. 669-688, 2002.
    • (2002) Neural Computation , vol.14 , Issue.3 , pp. 669-688
    • Girolami, M.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.