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Volumn 10, Issue , 2011, Pages 651-706

Statistical Learning Theory: Models, Concepts, and Results

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EID: 79957600404     PISSN: 18745857     EISSN: None     Source Type: Book Series    
DOI: 10.1016/B978-0-444-52936-7.50016-1     Document Type: Book
Times cited : (182)

References (36)
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    • Bousquet O., Boucheron S., Lugosi G. Introduction to statistical learning theory. Advanced Lectures on Machine Learning 2003, 169-207. Springer, Berlin. O. Bousquet, U. von Luxburg, G. Rätsch (Eds.).
    • (2003) Advanced Lectures on Machine Learning , pp. 169-207
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    • A measure of asymptotic efficiency of tests of a hypothesis based on the sum of observations
    • Chernoff H. A measure of asymptotic efficiency of tests of a hypothesis based on the sum of observations. Annals of Mathematical Statistics 1952, 23:493-507.
    • (1952) Annals of Mathematical Statistics , vol.23 , pp. 493-507
    • Chernoff, H.1
  • 13
    • 0036437286 scopus 로고    scopus 로고
    • Simple explanation of the no-free-lunch theorem and its implications
    • Ho Y.C., Pepyne D.L. Simple explanation of the no-free-lunch theorem and its implications. Journal of Optimization Theory and Applications 2002, 115(3):549-570.
    • (2002) Journal of Optimization Theory and Applications , vol.115 , Issue.3 , pp. 549-570
    • Ho, Y.C.1    Pepyne, D.L.2
  • 14
    • 84947403595 scopus 로고
    • Probability inequalities for sums of bounded random variables
    • Hoeffding W. Probability inequalities for sums of bounded random variables. J. Amer. Statist. Assoc. 1963, 58:13-30.
    • (1963) J. Amer. Statist. Assoc. , vol.58 , pp. 13-30
    • Hoeffding, W.1
  • 17
    • 84950635771 scopus 로고
    • Conditional confidence statements and confidence estimators
    • Kiefer J. Conditional confidence statements and confidence estimators. Journal of the American Statistical Association 1977, 72(360):789-808.
    • (1977) Journal of the American Statistical Association , vol.72 , Issue.360 , pp. 789-808
    • Kiefer, J.1
  • 19
    • 0033243867 scopus 로고    scopus 로고
    • Limits to classification and regression estimation from ergodic processes
    • Nobel A. Limits to classification and regression estimation from ergodic processes. The Annals of Statistics 1999, 27(1):262-273.
    • (1999) The Annals of Statistics , vol.27 , Issue.1 , pp. 262-273
    • Nobel, A.1
  • 21
    • 0003699334 scopus 로고
    • (Hutchinson, translation of "Logik der Forschung", 1934)
    • Popper K. The logic of scientific discovery (Hutchinson, translation of "Logik der Forschung", 1934) 1959.
    • (1959) The logic of scientific discovery
    • Popper, K.1
  • 23
    • 0001703864 scopus 로고
    • On the density of families of sets
    • Sauer N. On the density of families of sets. J. Combinatorial Theory (A) 1972, 13:145-147.
    • (1972) J. Combinatorial Theory (A) , vol.13 , pp. 145-147
    • Sauer, N.1
  • 26
    • 84972576948 scopus 로고
    • A combinatorial problem: stability and orders for models and theories in infinitariy languages
    • Shelah S. A combinatorial problem: stability and orders for models and theories in infinitariy languages. Pacific Journal of Mathematics 1972, 41:247-261.
    • (1972) Pacific Journal of Mathematics , vol.41 , pp. 247-261
    • Shelah, S.1
  • 28
    • 12444265838 scopus 로고    scopus 로고
    • Consistency of support vector machines and other regularized kernel classifiers
    • Steinwart I. Consistency of support vector machines and other regularized kernel classifiers. IEEE Transactions on Information Theory 2005, 51(1):128-142.
    • (2005) IEEE Transactions on Information Theory , vol.51 , Issue.1 , pp. 128-142
    • Steinwart, I.1
  • 29
    • 0000388992 scopus 로고
    • Consistent nonparametric regression (with discussion)
    • Stone C.J. Consistent nonparametric regression (with discussion). Annals of Statistics 1977, 5:595-645.
    • (1977) Annals of Statistics , vol.5 , pp. 595-645
    • Stone, C.J.1
  • 30
    • 33750700087 scopus 로고    scopus 로고
    • Bayesian inference: An introduction to principles and practice in machine learning
    • Springer, O. Bousquet, U. von Luxburg, G. Rätsch (Eds.)
    • Tipping M. Bayesian inference: An introduction to principles and practice in machine learning. Advanced Lectures on Machine Learning 2003, 41-62. Springer. O. Bousquet, U. von Luxburg, G. Rätsch (Eds.).
    • (2003) Advanced Lectures on Machine Learning , pp. 41-62
    • Tipping, M.1
  • 31
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    • On the uniform convergence of relative frequencies of events to their probabilities
    • Vapnik V., Chervonenkis A. On the uniform convergence of relative frequencies of events to their probabilities. Theory of Probability and its Applications 1971, 16:264-280.
    • (1971) Theory of Probability and its Applications , vol.16 , pp. 264-280
    • Vapnik, V.1    Chervonenkis, A.2
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    • The necessary and sufficient conditions for the uniform convergence of averages to their expected values
    • Vapnik V., Chervonenkis A. The necessary and sufficient conditions for the uniform convergence of averages to their expected values. Teoriya Veroyatnostei i Ee Primeneniya 1981, 26(3):543-564.
    • (1981) Teoriya Veroyatnostei i Ee Primeneniya , vol.26 , Issue.3 , pp. 543-564
    • Vapnik, V.1    Chervonenkis, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.