MARC details
| 000 -LEADER |
|---|
| fixed length control field |
02431cam a2200361 a 4500 |
| 001 - CONTROL NUMBER |
|---|
| control field |
17137541 |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20210316112222.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
120127s2012 nyua b 001 0 eng |
| 010 ## - LIBRARY OF CONGRESS CONTROL NUMBER |
|---|
| LC control number |
2011051726 |
| 015 ## - NATIONAL BIBLIOGRAPHY NUMBER |
|---|
| National bibliography number |
GBB1C1242 |
| Source |
bnb |
| 016 7# - NATIONAL BIBLIOGRAPHIC AGENCY CONTROL NUMBER |
|---|
| Record control number |
015951608 |
| Source |
Uk |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9780521190176 (hardback) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
0521190177 (hardback) |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(OCoLC)ocn757931191 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
DLC |
| Language of cataloging |
eng |
| Transcribing agency |
DLC |
| Modifying agency |
YDX |
| -- |
UKMGB |
| -- |
BTCTA |
| -- |
YDXCP |
| -- |
BWX |
| -- |
IUL |
| -- |
DLC |
| 042 ## - AUTHENTICATION CODE |
|---|
| Authentication code |
pcc |
| 050 00 - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
QA276.8 |
| Item number |
.S84 2012 |
| 082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
006.31 SUG-M |
| Edition number |
23 |
| 084 ## - OTHER CLASSIFICATION NUMBER |
|---|
| Classification number |
COM016000 |
| Number source |
bisacsh |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Sugiyama, Masashi, |
| Dates associated with a name |
1974- |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Density ratio estimation in machine learning / |
| Statement of responsibility, etc. |
Masashi Sugiyama, Taiji Suzuki and Takafumi Kanamori. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Place of publication, distribution, etc. |
New York |
| Name of publisher, distributor, etc. |
Cambridge University Press |
| Date of publication, distribution, etc. |
2012 |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
329 p. |
| 365 ## - TRADE PRICE |
|---|
| Price type code |
GBP |
| Price amount |
60.00. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
"Machine learning is an interdisciplinary field of science and engineering that studies mathematical theories and practical applications of systems that learn. This book introduces theories, methods, and applications of density ratio estimation, which is a newly emerging paradigm in the machine learning community. Various machine learning problems such as nonstationarity adaptation, outlier detection, dimensionality reduction, independent component analysis, clustering, classification, and conditional density estimation can be systematically solved via the estimation of probability density ratios. The authors offer a comprehensive introduction of various density ratio estimators including methods via density estimation, moment matching, probabilistic classification, density fitting, and density ratio fitting as well as describing how these can be applied to machine learning. The book also provides mathematical theories for density ratio estimation including parametric and non-parametric convergence analysis and numerical stability analysis to complete the first and definitive treatment of the entire framework of density ratio estimation in machine learning"-- |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Estimation theory. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Machine learning. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Suzuki, Taiji, |
| Dates associated with a name |
1981- |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Kanamori, Takafumi, |
| Dates associated with a name |
1971- |
| 856 42 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Cover image |
| Uniform Resource Identifier |
<a href="http://assets.cambridge.org/97805211/90176/cover/9780521190176.jpg">http://assets.cambridge.org/97805211/90176/cover/9780521190176.jpg</a> |
| 906 ## - LOCAL DATA ELEMENT F, LDF (RLIN) |
|---|
| a |
7 |
| b |
cbc |
| c |
orignew |
| d |
1 |
| e |
ecip |
| f |
20 |
| g |
y-gencatlg |
| 952 ## - LOCATION AND ITEM INFORMATION (KOHA) |
|---|
| Withdrawn status |
|
| 955 ## - COPY-LEVEL INFORMATION (RLIN) |
|---|
| Book number/undivided call number, CCAL (RLIN) |
xh00 2012-01-27 |
| Copy status, CST (RLIN) |
xh07 2012-01-27 ONIX to Dewey |
| Classification number, CCAL (RLIN) |
xn03 2012-03-20 1 copy rec'd., to CIP ver. |
