In 1982, Springer published the English translation of the Russian book Estimation of Dependencies Based on Empirical Data which became the foundation of the statistical theory of learning and generalization (the VC theory). A number of new principles and new technologies of learning, including SVM
โฆ LIBER โฆ
Estimation of dependences based on empirical data
โ Scribed by V. Vapnik, S. Kotz
- Book ID
- 127438723
- Publisher
- Springer-Verlag
- Year
- 1982
- Tongue
- English
- Weight
- 5 MB
- Series
- Springer series in statistics
- Category
- Library
- City
- New York
- ISBN
- 0387907335
No coin nor oath required. For personal study only.
โฆ Synopsis
Estimating dependences on the basis of empirical data has been, and will probably remain, a central problem in applied analysis. This problem is a mathematical interpretation of one of the basic questions of science: how to extract the existing law-like relationship from scattered data. The simplest attack on this problem is to construct (estimate) a function from its values at certain points. Here we will formulate some general principles of estimating a functional dependence, and then develop an algorithm for the estimation using these principles.
๐ SIMILAR VOLUMES
Estimation of Dependences Based on Empir
โ
V. Vapnik, S. Kotz
๐
Library
๐
2006
๐
Springer
๐
English
โ 1 MB
Asymptotic normality of H-L estimators b
โ
Hira Lal Koul
๐
Article
๐
1975
๐
Springer Japan
๐
English
โ 537 KB
Divergence Estimation of Continuous Dist
โ
Wang, Q.; Kulkarni, S.R.; Verdu, S.
๐
Article
๐
2005
๐
IEEE
๐
English
โ 450 KB
Set-Indexed Conditional Empirical and Qu
โ
Wolfgang Polonik; Qiwei Yao
๐
Article
๐
2002
๐
Elsevier Science
๐
English
โ 179 KB
Estimation of dynamic asymmetric tail de
โ
Xu, Qing; Li, Xiao-Ming
๐
Article
๐
2009
๐
Taylor and Francis Group
๐
English
โ 980 KB
Endophysical Models Based on Empirical D
โ
R.G. Jahn; B.J. Dunne; R. Buccheri; A. Elitzur; M. Saniga
๐
Article
๐
2007
๐
Elsevier Science
๐
English
โ 42 KB