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The nature of statistical learning theory 2nd ed

The nature of statistical learning theory 2nd ed (Loan 26 times)

Material type
단행본
Personal Author
Vapnik, Vladimir Naumovich.
Title Statement
The nature of statistical learning theory / Vladimir N. Vapnik.
판사항
2nd ed.
Publication, Distribution, etc
New York :   Springer,   c2000.  
Physical Medium
xix, 314 p. : ill. ; 24 cm.
Series Statement
Statistics for engineering and information science
ISBN
0387987800 (hc. : acid-free paper)
Bibliography, Etc. Note
Includes bibliographical references (p. [301]-309) and index.
Subject Added Entry-Topical Term
Computational learning theory. Reasoning.
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001 000000822210
005 20030722132857
008 990715s2000 nyua b 001 0 eng
010 ▼a 99039803
020 ▼a 0387987800 (hc. : acid-free paper)
040 ▼a DLC ▼c DLC ▼d 211009
042 ▼a pcc
049 1 ▼l 121081570 ▼f 과학
050 0 0 ▼a Q325.7 ▼b .V37 2000
082 0 0 ▼a 006.3/1/015195 ▼2 21
090 ▼a 006.31 ▼b V286n2
100 1 ▼a Vapnik, Vladimir Naumovich.
245 1 4 ▼a The nature of statistical learning theory / ▼c Vladimir N. Vapnik.
250 ▼a 2nd ed.
260 ▼a New York : ▼b Springer, ▼c c2000.
300 ▼a xix, 314 p. : ▼b ill. ; ▼c 24 cm.
440 0 ▼a Statistics for engineering and information science
504 ▼a Includes bibliographical references (p. [301]-309) and index.
650 0 ▼a Computational learning theory.
650 0 ▼a Reasoning.

Holdings Information

No. Location Call Number Accession No. Availability Due Date Make a Reservation Service
No. 1 Location Science & Engineering Library/Sci-Info(Stacks2)/ Call Number 006.31 V286n2 Accession No. 121081570 Availability Available Due Date Make a Reservation Service B M

Contents information

Table of Contents

Informal Reasoning and Comments.- Consistency of Learning Processes.- Bounds on the Rate of Convergence of Learing Processes.- Controlling the Generalization Ability of Learning Processes.- Methods of Pattern Recognition.- Methods of Function Estimation.- Direct Methods in Statistical Learning Theory.- The Vicinal Risk Minimization Principle and the SVMs.


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