Estimation of Dependences Based on Empirical Data

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Estimation of Dependences Based on Empirical Data / Vladimir Naumovich Vapnik, S. Kotz, V. Vapnik

資料種別:

電子ブック

出版情報:

Springer eBooks Computer Science
Springer New York, 2006

著者名:

ISBN:

9780387308654 [0387308652]
9786610716234 [6610716234]

書誌ID:

OB00352599

子書誌情報

フルテキスト

所蔵情報

書誌詳細

その他の標題:

ESTIMATION OF DEPENDENCES BASED ON EMPIRICAL DATA

主題:

Information Technology - Artificial Intelligence

言語:

英語

目次情報:

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

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

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