MARC details
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02743cam a22003732 b4500 |
| 001 - ACCESSION NUMBER |
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10952 |
| 003 - CONTROL NUMBER IDENTIFIER |
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CUTN |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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20130604121210.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS--GENERAL INFORMATION |
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m d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
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cr n |
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001205e20010608riua s|||||||| 2|eng|d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9780262150545 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
0262150549 (Trade Cloth) |
| Terms of availability |
USD 50.00 Retail Price (Publisher) |
| 024 3# - OTHER STANDARD IDENTIFIER |
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| Standard number or code |
9780262150545 |
| 035 ## - SYSTEM CONTROL NUMBER |
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| System control number |
(WaSeSS)ssj0000097756 |
| 037 ## - SOURCE OF ACQUISITION |
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| Source of stock number/acquisition |
00015994 |
| 040 ## - CATALOGING SOURCE |
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| Original cataloging agency |
BIP US |
| Modifying agency |
WaSeSS |
| Transcribing agency |
CLC |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
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| Classification number |
QC174.85.M43A38 2001 |
| 082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER |
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| Classification number |
530.15/95 |
| Edition number |
21 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
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| Personal name |
Opper, Manfred |
| Relator term |
Editor |
| Relator code |
edt |
| Locally assigned cutter number (author) |
OPP |
| 210 10 - ABBREVIATED TITLE |
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| Abbreviated title |
Advanced Mean Field Methods |
| 245 10 - TITLE STATEMENT |
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| Title |
Advanced Mean Field Methods |
| Medium |
[electronic resource]: |
| Remainder of title |
Theory and Practice |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
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| Place of publication, distribution, etc |
Cambridge : |
| Name of publisher, distributor, etc |
MIT Press |
| Date of publication, distribution, etc |
June 2001 |
| 440 #0 - SERIES STATEMENT/ADDED ENTRY--TITLE |
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| Title |
Neural Information Processing Ser. |
| 506 ## - RESTRICTIONS ON ACCESS NOTE |
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| Terms governing access |
License restrictions may limit access. |
| 520 8# - SUMMARY, ETC. |
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| Summary, etc |
Annotation |
| Expansion of summary note |
A major problem in modern probabilistic modeling is the huge computational complexity involved in typical calculations with multivariate probability distributions when the number of random variables is large. Because exact computations are infeasible in such cases and Monte Carlo sampling techniques may reach their limits, there is a need for methods that allow for efficient approximate computations. One of the simplest approximations is based on the mean field method, which has a long history in statistical physics. The method is widely used, particularly in the growing field of graphical models.Researchers from disciplines such as statistical physics, computer science, and mathematical statistics are studying ways to improve this and related methods and are exploring novel application areas. Leading approaches include the variational approach, which goes beyond factorizable distributions to achieve systematic improvements; the TAP (Thouless-Anderson-Palmer) approach, which incorporates correlations by including effective reaction terms in the mean field theory; and the more general methods of graphical models.Bringing together ideas and techniques from these diverse disciplines, this book covers the theoretical foundations of advanced mean field methods, explores the relation between the different approaches, examines the quality of the approximation obtained, and demonstrates their application to various areas of probabilistic modeling. |
| 521 ## - TARGET AUDIENCE NOTE |
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| Target audience note |
Scholarly & Professional |
| Source |
MIT Press |
| 521 2# - TARGET AUDIENCE NOTE |
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| Target audience note |
17 |
| Source |
MIT Press |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Saad, David |
| Relator term |
Editor |
| Relator code |
edt |
| 773 #0 - HOST ITEM ENTRY |
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| Title |
IEEE - MIT Press eBooks LIbrary |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
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| Uniform Resource Identifier |
<a href="http://www.columbia.edu/cgi-bin/cul/resolve?clio10187396">http://www.columbia.edu/cgi-bin/cul/resolve?clio10187396</a> |
| Public note |
Full text available from IEEE - MIT Press eBooks LIbrary |
| 910 ## - USER-OPTION DATA (OCLC) |
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| User-option data |
Bowker Global Books in Print record |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
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| Source of classification or shelving scheme |
Dewey Decimal Classification |
| Koha item type |
General Books |
