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Volumn , Issue , 2011, Pages 1-219

An Elementary Introduction to Statistical Learning Theory

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; DIAGNOSIS; IMAGE RECOGNITION; LEARNING SYSTEMS; MEDICAL IMAGING; PHILOSOPHICAL ASPECTS; PROBABILITY; SPEECH RECOGNITION; STATISTICS;

EID: 84949789552     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1002/9781118023471     Document Type: Book
Times cited : (60)

References (144)
  • 1
    • 84932021208 scopus 로고
    • Theoretical foundations of the potential function method in pattern recognition learning
    • Aizerman MA, Braverman EM, Rozonoer LI. Theoretical foundations of the potential function method in pattern recognition learning. Automat Remote Control 1964; 25: 917-936.
    • (1964) Automat Remote Control , vol.25 , pp. 917-936
    • Aizerman, M.A.1    Braverman, E.M.2    Rozonoer, L.I.3
  • 2
    • 0001077903 scopus 로고
    • An approximation to the density function
    • Akaike H. An approximation to the density function. Ann Inst Stat Math 1954; 6: 127-132.
    • (1954) Ann Inst Stat Math , vol.6 , pp. 127-132
    • Akaike, H.1
  • 3
    • 0016355478 scopus 로고
    • A new look at the statistical model identification
    • Akaike H. A new look at the statistical model identification. IEEE Trans Automat Control 1974; 19: 716-723.
    • (1974) IEEE Trans Automat Control , vol.19 , pp. 716-723
    • Akaike, H.1
  • 5
    • 0020815483 scopus 로고
    • Inductive inference: theory and methods
    • Angluin D, Smith CH. Inductive inference: theory and methods. Comput Surv 1983; 15:237-269.
    • (1983) Comput Surv , vol.15 , pp. 237-269
    • Angluin, D.1    Smith, C.H.2
  • 7
    • 0030165580 scopus 로고    scopus 로고
    • Fat-shattering and the learnability of real-valued functions
    • Bartlett PL, Long PM, Williamson RC. Fat-shattering and the learnability of real-valued functions. J Comput Syst Sci 1996; 52(3): 434-452.
    • (1996) J Comput Syst Sci , vol.52 , Issue.3 , pp. 434-452
    • Bartlett, P.L.1    Long, P.M.2    Williamson, R.C.3
  • 9
    • 0039607373 scopus 로고
    • Potential function algorithms for pattern recognition learning machines
    • Bashkirov O, Braverman EM, Muchnik IE. Potential function algorithms for pattern recognition learning machines. Automat Remote Control 1964; 25: 692-695.
    • (1964) Automat Remote Control , vol.25 , pp. 692-695
    • Bashkirov, O.1    Braverman, E.M.2    Muchnik, I.E.3
  • 14
    • 84926396434 scopus 로고
    • A machine-independent theory of the complexity of recursive functions
    • Blum M. A machine-independent theory of the complexity of recursive functions. J Assoc Comput Mach 1967; 14: 322-336.
    • (1967) J Assoc Comput Mach , vol.14 , pp. 322-336
    • Blum, M.1
  • 15
    • 0016521417 scopus 로고
    • Toward a mathematical theory of inductive inference
    • Blum L, Blum M. Toward a mathematical theory of inductive inference. Inf Control 1975; 28: 125-155.
    • (1975) Inf Control , vol.28 , pp. 125-155
    • Blum, L.1    Blum, M.2
  • 16
    • 0024750852 scopus 로고
    • Learnability and the Vapnik-Chervonenkis dimension
    • Blumer A, Ehrenfeucht A, Haussler D, Warmuth M. Learnability and the Vapnik-Chervonenkis dimension. J ACM 1989; 36(4): 929-965.
    • (1989) J ACM , vol.36 , Issue.4 , pp. 929-965
    • Blumer, A.1    Ehrenfeucht, A.2    Haussler, D.3    Warmuth, M.4
  • 19
    • 33747459401 scopus 로고
    • The method of potential functions
    • Braverman EM. The method of potential functions. Automat Remote Control 1965; 26: 2130-2138.
    • (1965) Automat Remote Control , vol.26 , pp. 2130-2138
    • Braverman, E.M.1
  • 20
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • Burges CJC. A tutorial on support vector machines for pattern recognition. Data Mining Knowl Discov 1998; 2: 121-167.
    • (1998) Data Mining Knowl Discov , vol.2 , pp. 121-167
    • Burges, C.J.C.1
  • 23
    • 70350340079 scopus 로고    scopus 로고
    • Falsificationism and statistical learning theory: comparing the popper and Vapnik-Chervonenkis dimensions
    • Corfield D, Schölkopf B, Vapnik V. Falsificationism and statistical learning theory: comparing the popper and Vapnik-Chervonenkis dimensions. J Gen Philos Sci. 2009; 40: 51-58.
    • (2009) J Gen Philos Sci. , vol.40 , pp. 51-58
    • Corfield, D.1    Schölkopf, B.2    Vapnik, V.3
  • 24
    • 34249753618 scopus 로고
    • Support vector networks
    • Cortes C, Vapnik VN. Support vector networks. Mach Learn 1995; 20: 1-25.
    • (1995) Mach Learn , vol.20 , pp. 1-25
    • Cortes, C.1    Vapnik, V.N.2
  • 25
    • 84915212583 scopus 로고
    • Estimation by the nearest neighbor rule
    • Cover TM. Estimation by the nearest neighbor rule. IEEE Trans Inf Theory 1968;IT-14:50-55.
    • (1968) IEEE Trans Inf Theory , vol.IT-14 , pp. 50-55
    • Cover, T.M.1
  • 26
    • 84926662675 scopus 로고
    • Nearest neighbor pattern classification
    • Cover TM, Hart PE. Nearest neighbor pattern classification. IEEE Trans Inf Theory 1967; 13(1): 21-27.
    • (1967) IEEE Trans Inf Theory , vol.13 , Issue.1 , pp. 21-27
    • Cover, T.M.1    Hart, P.E.2
  • 28
    • 0024861871 scopus 로고
    • Approximations by superpositions of sigmoidal functions
    • Cybenko G. Approximations by superpositions of sigmoidal functions. Math Control Signals Syst 1989; 2(4): 303-314.
    • (1989) Math Control Signals Syst , vol.2 , Issue.4 , pp. 303-314
    • Cybenko, G.1
  • 30
    • 59949088273 scopus 로고    scopus 로고
    • Two spheres, twenty spheres, and the identity of indiscernibles
    • Della Rocca M. Two spheres, twenty spheres, and the identity of indiscernibles. Pac Philos Q 2005; 86: 480-492.
    • (2005) Pac Philos Q , vol.86 , pp. 480-492
    • Della Rocca, M.1
  • 39
    • 84936068266 scopus 로고
    • Cambridge (MA): Harvard UP
    • Dworkin R. Law's empire. Cambridge (MA): Harvard UP; 1986.
    • (1986) Law's empire
    • Dworkin, R.1
  • 42
    • 33748871475 scopus 로고
    • Discriminatory analysis: nonparametric discrimination: consistency properties
    • Fix E, Hodges JL. Discriminatory analysis: nonparametric discrimination: consistency properties. USAF Sch Aviat Med 1951; 4: 261-279.
    • (1951) USAF Sch Aviat Med , vol.4 , pp. 261-279
    • Fix, E.1    Hodges, J.L.2
  • 43
    • 4444285546 scopus 로고
    • Discriminatory analysis: nonparametric discrimination: small sample performance
    • Fix E, Hodges JL. Discriminatory analysis: nonparametric discrimination: small sample performance. USAF Sch Aviat Med 1952; 11: 280-322.
    • (1952) USAF Sch Aviat Med , vol.11 , pp. 280-322
    • Fix, E.1    Hodges, J.L.2
  • 44
    • 52949086982 scopus 로고
    • How to tell when simpler, more unified, or less Ad Hoc theories will provide more accurate predictions
    • Forster MR, Sober E. How to tell when simpler, more unified, or less Ad Hoc theories will provide more accurate predictions. Br J Philos Sci 1994; 45: 1-35.
    • (1994) Br J Philos Sci , vol.45 , pp. 1-35
    • Forster, M.R.1    Sober, E.2
  • 45
    • 58149321460 scopus 로고
    • Boosting a weak learning algorithm by majority
    • Freund Y. Boosting a weak learning algorithm by majority. Inf Comput 1995; 121(2): 256-285.
    • (1995) Inf Comput , vol.121 , Issue.2 , pp. 256-285
    • Freund, Y.1
  • 46
    • 0031211090 scopus 로고    scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • Freund Y, Schapire RE. A decision-theoretic generalization of on-line learning and an application to boosting. J Comput Syst Sci 1997; 55(1): 119-139.
    • (1997) J Comput Syst Sci , vol.55 , Issue.1 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 47
    • 0001963082 scopus 로고    scopus 로고
    • A short introduction to boosting
    • In Japanese, translation by Naoki Abe
    • Freund Y, Schapire RE. A short introduction to boosting. J Jpn Soc Artif Intell 1999;14(5):771-780. (In Japanese, translation by Naoki Abe.)
    • (1999) J Jpn Soc Artif Intell , vol.14 , Issue.5 , pp. 771-780
    • Freund, Y.1    Schapire, R.E.2
  • 50
    • 49949150022 scopus 로고
    • Language identification in the limit
    • Gold EM. Language identification in the limit. Inf Control 1967; 10: 447-474.
    • (1967) Inf Control , vol.10 , pp. 447-474
    • Gold, E.M.1
  • 57
    • 33751188069 scopus 로고    scopus 로고
    • What conditional probability could not be
    • Hájek A. What conditional probability could not be. Synthese 2003; 137: 273-323.
    • (2003) Synthese , vol.137 , pp. 273-323
    • Hájek, A.1
  • 60
    • 52649092581 scopus 로고    scopus 로고
    • Simplicity as a pragmatic criterion for deciding what hypotheses to take seriously
    • Harman G, editor, Oxford: Oxford University Press
    • Harman G. Simplicity as a pragmatic criterion for deciding what hypotheses to take seriously. In: Harman G, editor. Reasoning, meaning, and mind. Oxford: Oxford University Press; 1999.
    • (1999) Reasoning, meaning, and mind
    • Harman, G.1
  • 63
    • 0002192516 scopus 로고
    • Decision theoretic generalizations of the PAC model for neural net and other learning applications
    • Haussler D. Decision theoretic generalizations of the PAC model for neural net and other learning applications. Inf Comput 1992; 100: 78-150.
    • (1992) Inf Comput , vol.100 , pp. 78-150
    • Haussler, D.1
  • 65
    • 0043023498 scopus 로고
    • On pattern classification algorithms: introduction and survey
    • Ho YC, Agrawala A. On pattern classification algorithms: introduction and survey. Proc IEEE 1968; 56: 2101-2114.
    • (1968) Proc IEEE , vol.56 , pp. 2101-2114
    • Ho, Y.C.1    Agrawala, A.2
  • 66
    • 0035566471 scopus 로고    scopus 로고
    • Nearest neighbor classification with dependent training sequences
    • Holst M, Irle A. Nearest neighbor classification with dependent training sequences. Ann Stat 2001; 29(5): 1424-1442.
    • (2001) Ann Stat , vol.29 , Issue.5 , pp. 1424-1442
    • Holst, M.1    Irle, A.2
  • 67
    • 0028460231 scopus 로고
    • Efficient distribution-free learning of probabilistic concepts
    • Kearns MJ, Schapire RE. Efficient distribution-free learning of probabilistic concepts. J Comput Syst Sci 1994; 48(3): 464-497.
    • (1994) J Comput Syst Sci , vol.48 , Issue.3 , pp. 464-497
    • Kearns, M.J.1    Schapire, R.E.2
  • 71
    • 0012266398 scopus 로고
    • Induction, pure and simple
    • Kugel P. Induction, pure and simple. Inf Control 1977; 35: 276-336.
    • (1977) Inf Control , vol.35 , pp. 276-336
    • Kugel, P.1
  • 74
    • 84921585667 scopus 로고    scopus 로고
    • Simplicity and generative grammar
    • Stainton R, Murasugi K, editors, Boulder (CO): Westview Press
    • Ludlow P. Simplicity and generative grammar. In Stainton R, Murasugi K, editors. Philosophy and linguistics. Boulder (CO): Westview Press; 1998.
    • (1998) Philosophy and linguistics
    • Ludlow, P.1
  • 76
    • 51249194645 scopus 로고
    • A logical calculus of the ideas immanent in nervous activity
    • McCulloch WS, Pitts W. A logical calculus of the ideas immanent in nervous activity. Bull Math Biophys 1943; 5: 115-133.
    • (1943) Bull Math Biophys , vol.5 , pp. 115-133
    • McCulloch, W.S.1    Pitts, W.2
  • 77
    • 35248862907 scopus 로고    scopus 로고
    • An introduction to boosting and leveraging
    • Mendelson S, Smola A, editors, New York: Springer
    • Meir R, Rätsch G. An introduction to boosting and leveraging. In: Mendelson S, Smola A, editors. Advanced lectures on machine learning, LNCS. New York: Springer; 2003. pp. 119-184.
    • (2003) Advanced lectures on machine learning, LNCS , pp. 119-184
    • Meir, R.1    Rätsch, G.2
  • 78
    • 0004290881 scopus 로고
    • Expanded edition. Cambridge (MA): MIT Press
    • Minsky M, Papert S. Perceptrons. Expanded edition. Cambridge (MA): MIT Press; 1988.
    • (1988) Perceptrons
    • Minsky, M.1    Papert, S.2
  • 79
    • 0004255908 scopus 로고    scopus 로고
    • New York: McGraw-Hill
    • Mitchell TM. Machine learning. New York: McGraw-Hill; 1997. pp. 226-229.
    • (1997) Machine learning , pp. 226-229
    • Mitchell, T.M.1
  • 80
    • 0000570382 scopus 로고
    • On estimating regression
    • Nadaraya EA. On estimating regression. Theory Probab Appl 1964; 9: 141-142.
    • (1964) Theory Probab Appl , vol.9 , pp. 141-142
    • Nadaraya, E.A.1
  • 81
    • 0000570387 scopus 로고
    • Remarks on nonparametric estimates for density functions and regression curves
    • Nadaraya EA. Remarks on nonparametric estimates for density functions and regression curves. Theory Probab Appl 1970; 15: 134-137.
    • (1970) Theory Probab Appl , vol.15 , pp. 134-137
    • Nadaraya, E.A.1
  • 83
    • 0000743235 scopus 로고
    • State of the art in pattern recognition
    • Nagy G. State of the art in pattern recognition. Proc IEEE 1968; 56: 836-862.
    • (1968) Proc IEEE , vol.56 , pp. 836-862
    • Nagy, G.1
  • 85
    • 12244255589 scopus 로고
    • Simplicity as fall-out
    • Cauman L, Levi I, Parsons C, editors, Indianapolis: Hackett Publishing
    • Nozick R. Simplicity as fall-out. In: Cauman L, Levi I, Parsons C, editors. How many questions: essays in honor of sydney morgenbesser. Indianapolis: Hackett Publishing; 1983. pp. 105-119.
    • (1983) How many questions: essays in honor of sydney morgenbesser , pp. 105-119
    • Nozick, R.1
  • 86
    • 0001473437 scopus 로고
    • On the estimation of a probability density function and the mode
    • Parzen E. On the estimation of a probability density function and the mode. Ann Math Stat 1962; 33: 1065-1076.
    • (1962) Ann Math Stat , vol.33 , pp. 1065-1076
    • Parzen, E.1
  • 87
    • 0003426044 scopus 로고
    • Hartshorne C, Weiss P, Burks A, editors, Cambridge: Harvard University Press
    • Peirce CS. In: Hartshorne C, Weiss P, Burks A, editors. Collected papers of Charles Sanders Peirce, 8 vols. Cambridge: Harvard University Press; 1931-58.
    • (1931) Collected papers of Charles Sanders Peirce , vol.8
    • Peirce, C.S.1
  • 88
    • 69249102387 scopus 로고    scopus 로고
    • Decoding the large-scale structure of brain function by classifying mental states across individuals
    • Poldrak RA, Halchenko YO, Hanson SJ. Decoding the large-scale structure of brain function by classifying mental states across individuals. Psychol Sci 2009; 20(11): 1364-1372.
    • (2009) Psychol Sci , vol.20 , Issue.11 , pp. 1364-1372
    • Poldrak, R.A.1    Halchenko, Y.O.2    Hanson, S.J.3
  • 92
    • 0040866883 scopus 로고
    • "Degree of confirmation" and inductive logic
    • Schillp A, editor, LaSalle (IL): Open Court
    • Putnam H. "Degree of confirmation" and inductive logic. In: Schillp A, editor. The philosophy of Rudolph Carnap. LaSalle (IL): Open Court; 1963.
    • (1963) The philosophy of Rudolph Carnap
    • Putnam, H.1
  • 94
    • 0004048289 scopus 로고
    • Cambridge (MA): Harvard University Press
    • Rawls J. A theory of justice. Cambridge (MA): Harvard University Press; 1971.
    • (1971) A theory of justice
    • Rawls, J.1
  • 96
    • 0001529784 scopus 로고
    • Remarks on some nonparametric estimates of a density function
    • Rosenblatt M. Remarks on some nonparametric estimates of a density function. Ann Math Stat 1956; 27: 832-837.
    • (1956) Ann Math Stat , vol.27 , pp. 832-837
    • Rosenblatt, M.1
  • 97
    • 11144273669 scopus 로고
    • The perceptron: a probabilistic model for information storage and organization in the brain
    • Rosenblatt F. The perceptron: a probabilistic model for information storage and organization in the brain. Psychol Rev 1958; 65: 386-408.
    • (1958) Psychol Rev , vol.65 , pp. 386-408
    • Rosenblatt, F.1
  • 98
    • 29044442745 scopus 로고
    • Perceptron simulation experiments
    • Rosenblatt F. Perceptron simulation experiments. Proc Inst Radio Eng 1960; 48: 301-309.
    • (1960) Proc Inst Radio Eng , vol.48 , pp. 301-309
    • Rosenblatt, F.1
  • 100
  • 102
    • 0022471098 scopus 로고
    • Learning representations by back-propagating errors
    • Rumelhart DE, Hinton GE, McClelland JL. Learning representations by back-propagating errors. Nature 1986a;323:533-536.
    • (1986) Nature , vol.323 , pp. 533-536
    • Rumelhart, D.E.1    Hinton, G.E.2    McClelland, J.L.3
  • 103
    • 0003444646 scopus 로고
    • Learning internal representations by error propagation
    • Rumelhart DE, McClelland JL, editors, Cambridge (MA): MIT Press, Chapter 8
    • Rumelhart DE, Hinton GE, McClelland JL. Learning internal representations by error propagation. In: Rumelhart DE, McClelland JL, editors. Volume 1, Parallel distributed processing. Cambridge (MA): MIT Press; 1986b, Chapter 8.
    • (1986) Volume 1, Parallel distributed processing
    • Rumelhart, D.E.1    Hinton, G.E.2    McClelland, J.L.3
  • 106
    • 0025448521 scopus 로고
    • The strength of weak learnability
    • Schapire RE. The strength of weak learnability. Mach Learn 1990; 5(2): 197-227.
    • (1990) Mach Learn , vol.5 , Issue.2 , pp. 197-227
    • Schapire, R.E.1
  • 114
    • 0004277579 scopus 로고
    • Oxford: Oxford University Press
    • Sober E. Simplicity. Oxford: Oxford University Press; 1975.
    • (1975) Simplicity
    • Sober, E.1
  • 116
    • 0039965042 scopus 로고
    • Let's razor Occam's razor
    • Knowles D, editor, Cambridge: Cambridge University Press
    • Sober E. Let's razor Occam's razor. In: Knowles D, editor. Explanation and its limits. Cambridge: Cambridge University Press; 1990.
    • (1990) Explanation and its limits
    • Sober, E.1
  • 117
    • 4544279425 scopus 로고
    • A formal theory of inductive inference
    • Solomonoff RJ. A formal theory of inductive inference. Inf Control 1964;7:1-22, 224-254.
    • (1964) Inf Control , vol.7
    • Solomonoff, R.J.1
  • 121
    • 0038482732 scopus 로고
    • Moral philosophy and mental representation
    • Hechter M, Nadel L, Michod R, editors, Hawthorne (NY): Aldine de Gruyter
    • Stich SP. Moral philosophy and mental representation. In: Hechter M, Nadel L, Michod R, editors. The origin of values. Hawthorne (NY): Aldine de Gruyter; 1993. pp. 215-228.
    • (1993) The origin of values , pp. 215-228
    • Stich, S.P.1
  • 122
    • 0000388992 scopus 로고
    • Consistent nonparametric regression
    • Stone CJ. Consistent nonparametric regression. Ann Stat 1977; 5: 595-645.
    • (1977) Ann Stat , vol.5 , pp. 595-645
    • Stone, C.J.1
  • 127
    • 0000142982 scopus 로고
    • The complexity of enumeration and reliability problems
    • Valiant LG. The complexity of enumeration and reliability problems. SIAM J Comput 1979; 8: 410-421.
    • (1979) SIAM J Comput , vol.8 , pp. 410-421
    • Valiant, L.G.1
  • 128
    • 0021518106 scopus 로고
    • A theory of the learnable
    • Valiant LG. A theory of the learnable. Commun ACM 1984; 27(11): 1134-1142.
    • (1984) Commun ACM , vol.27 , Issue.11 , pp. 1134-1142
    • Valiant, L.G.1
  • 134
    • 0001024505 scopus 로고
    • On the uniform convergence of relative frequencies of events to their probabilities
    • Vapnik VN, Chervonenkis A. On the uniform convergence of relative frequencies of events to their probabilities. Theory Probab Appl 1971; 16(2): 264-280.
    • (1971) Theory Probab Appl , vol.16 , Issue.2 , pp. 264-280
    • Vapnik, V.N.1    Chervonenkis, A.2
  • 139
    • 0001762424 scopus 로고
    • Smooth regression analysis
    • Watson GS. Smooth regression analysis. Sankhya Ser A 1964; 26: 359-372.
    • (1964) Sankhya Ser A , vol.26 , pp. 359-372
    • Watson, G.S.1
  • 141
    • 0001795753 scopus 로고
    • Generalization and information storage in networks of adaline 'neurons"
    • Yovitz MC, editor, Wahington (DC): Spartan
    • Widrow B, Generalization and information storage in networks of adaline 'neurons". In:Yovitz MC, editor. Self-organizing systems. Wahington (DC): Spartan; 1962. pp. 435-461.
    • (1962) Self-organizing systems , pp. 435-461
    • Widrow, B.1


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