Pattern Recognition and Machine Learning / (Record no. 1337)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02088nam a2200253 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20250910104516.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 180202bxxu||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9780387310732 |
| 041 ## - LANGUAGE CODE | |
| Language code of text/sound track or separate title | eng |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.4 |
| Item number | BisP |
| 100 ## - MAIN ENTRY--AUTHOR NAME | |
| Personal name | Bishop, Christopher M. |
| 245 ## - TITLE STATEMENT | |
| Title | Pattern Recognition and Machine Learning / |
| Statement of responsibility, etc | Christopher M. Bishop |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication | New York: |
| Name of publisher | Springer; |
| Year of publication | ©2006 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Number of Pages | xx, 778p. |
| 440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE | |
| Title | Information Science and Statistics |
| 500 ## - GENERAL NOTE | |
| General note | Includes bibliographical references and index |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | Pattern recognition has its origins in engineering, whereas machine learning grew out of computer science. However, these activities can be viewed as two facets of the same field, and together they have undergone substantial development over the past ten years. In particular, Bayesian methods have grown from a specialist niche to become mainstream, while graphical models have emerged as a general framework for describing and applying probabilistic models. Also, the practical applicability of Bayesian methods has been greatly enhanced through the development of a range of approximate inference algorithms such as variational Bayes and expectation pro- gation. Similarly, new models based on kernels have had significant impact on both algorithms and applications. This new textbook reacts these recent developments while providing a comprehensive introduction to the fields of pattern recognition and machine learning. It is aimed at advanced undergraduates or first year PhD students, as wellas researchers and practitioners, and assumes no previous knowledge of pattern recognition or - chine learning concepts. Knowledge of multivariate calculus and basic linear algebra is required, and some familiarity with probabilities would be helpful though not essential as the book includes a self-contained introduction to basic probability theory. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Machine learning |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Artificial intelligence |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Mathematical statistics |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Pattern perception |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Pattern recognition systems |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Books |
| Withdrawn status | Lost status | Damaged status | Collection code | Home library | Current library | Shelving location | Date acquired | Source of acquisition | Purchase Price | Bill number | Full call number | Accession Number | Print Price | Bill Date/Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Electrical | Indian Institute of Technology Tirupati | Indian Institute of Technology Tirupati | General Stacks | 02/02/2018 | The Book Syndicate | 4484.04 | BS/35256 | 006.4 CHR | 04197 | 5605.05 | 25/01/2018 | Books | |||
| Electrical | Indian Institute of Technology Tirupati | Indian Institute of Technology Tirupati | General Stacks | 02/02/2018 | The Book Syndicate | 4484.04 | BS/35256 | 006.4 CHR | 04198 | 5605.05 | 25/01/2018 | Books | |||
| Electrical | Indian Institute of Technology Tirupati | Indian Institute of Technology Tirupati | General Stacks | 02/02/2018 | The Book Syndicate | 4484.04 | BS/35256 | 006.4 CHR | 04199 | 5605.05 | 25/01/2018 | Books | |||
| Electrical | Indian Institute of Technology Tirupati | Indian Institute of Technology Tirupati | General Stacks | 02/02/2018 | The Book Syndicate | 4484.04 | BS/35256 | 006.4 CHR | 04200 | 5605.05 | 25/01/2018 | Books | |||
| Electrical | Indian Institute of Technology Tirupati | Indian Institute of Technology Tirupati | General Stacks | 02/02/2018 | The Book Syndicate | 4484.04 | BS/35256 | 006.4 CHR | 04201 | 5605.05 | 25/01/2018 | Books | |||
| Electrical | Indian Institute of Technology Tirupati | Indian Institute of Technology Tirupati | General Stacks | 02/02/2018 | The Book Syndicate | 4484.04 | BS/35256 | 006.4 CHR | 04202 | 5605.05 | 25/01/2018 | Books | |||
| Electrical | Indian Institute of Technology Tirupati | Indian Institute of Technology Tirupati | General Stacks | 02/02/2018 | The Book Syndicate | 4484.04 | BS/35256 | 006.4 CHR | 04203 | 5605.05 | 25/01/2018 | Books | |||
| Computer Science | Indian Institute of Technology Tirupati | Indian Institute of Technology Tirupati | General Stacks | 05/03/2019 | 3775.48 | 757/18-19 | 006.4 CHR | 05253 | 5677.40 | 12/02/2019 | Books | ||||
| Computer Science | Indian Institute of Technology Tirupati | Indian Institute of Technology Tirupati | General Stacks | 05/03/2019 | 3775.48 | 757/18-19 | 006.4 CHR | 05254 | 5677.40 | 12/02/2019 | Books | ||||
| Computer Science | Indian Institute of Technology Tirupati | Indian Institute of Technology Tirupati | General Stacks | 05/03/2019 | 3775.48 | 757/18-19 | 006.4 CHR | 05255 | 5677.40 | 12/02/2019 | Books | ||||
| Computer Science | Indian Institute of Technology Tirupati | Indian Institute of Technology Tirupati | Reference | 05/03/2019 | 3775.48 | 757/18-19 | REF 006.4 BisP | 05256 | 5677.40 | 12/02/2019 | Reference | ||||
| Computer Science | Indian Institute of Technology Tirupati | Indian Institute of Technology Tirupati | General Stacks | 05/03/2019 | 3775.48 | 757/18-19 | 006.4 CHR | 05257 | 5677.40 | 12/02/2019 | Books |