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1.

電子ブック
ＥＢ
1. Estimation of Dependences Based on Empirical Data
Vladimir Naumovich Vapnik, S. Kotz, V. Vapnik
出版情報: Springer eBooks Computer Science , Springer New York, 2006
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目次情報: 続きを見る
he problem of estimating dependences from empirical data
ethods of expected-risk minimization
ethods of parametric statistics for the pattern recognition problem
ethods of parametric statistics for the problem of regression estimation
stimation of regression parameters
method of minimizing empirical risk for the problem of pattern recognition
method of minimizing empirical risk for the problem of regression estimation
he method of structural minimization of risk
olution of ill-posed problems, interpretation of measurements using the method of structural risk minimization
stimation of functional values at given points
ealism and instrumentalism: Classical statistics and the VC theory (1960-1980)
alsifiability and parsimony: VC dimension and the number of entities (1980-2000)
on-inductive methods of inference: Direct inference instead of generalization (2000- ...)
he big picture
he problem of estimating dependences from empirical data
ethods of expected-risk minimization
ethods of parametric statistics for the pattern recognition problem
2.

図書
図書
2. The nature of statistical learning theory. 2nd ed
Vladimir N. Vapnik
出版情報: New York ; Tokyo : Springer, c2000  xix, 314 p. ; 25 cm
シリーズ名: Statistics for engineering and information science
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3.

図書
図書
3. Statistical learning theory (: cloth ; : hard)
Vladimir N. Vapnik
出版情報: New York : John Wiley & Sons, c1998  xxiv, 736 p. ; 25 cm
シリーズ名: Adaptive and learning systems for signal processing, communications, and control
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4.

電子ブック
ＥＢ
4. Estimation of Dependences Based on Empirical Data
Vladimir Naumovich Vapnik, S. Kotz, V. Vapnik
出版情報: SpringerLink Books - AutoHoldings , Springer New York, 2006
所蔵情報: loading…
目次情報: 続きを見る
he problem of estimating dependences from empirical data
ethods of expected-risk minimization
ethods of parametric statistics for the pattern recognition problem
ethods of parametric statistics for the problem of regression estimation
stimation of regression parameters
method of minimizing empirical risk for the problem of pattern recognition
method of minimizing empirical risk for the problem of regression estimation
he method of structural minimization of risk
olution of ill-posed problems, interpretation of measurements using the method of structural risk minimization
stimation of functional values at given points
ealism and instrumentalism: Classical statistics and the VC theory (1960-1980)
alsifiability and parsimony: VC dimension and the number of entities (1980-2000)
on-inductive methods of inference: Direct inference instead of generalization (2000- ...)
he big picture
he problem of estimating dependences from empirical data
ethods of expected-risk minimization
ethods of parametric statistics for the pattern recognition problem
5.

図書
図書
5. Estimation of dependences based on empirical data (: us ; : gw)
Vladimir Vapnik ; translated by Samuel Kotz
出版情報: New York : Springer-Verlag, c1982  xvi, 399 p. ; 25 cm
シリーズ名: Springer series in statistics
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