Mathematical analysis for machine learning and data mining (Record no. 559686)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01124 a2200181 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9789813229686 |
| 040 ## - CATALOGING SOURCE | |
| Transcribing agency | IIT Kanpur |
| 041 ## - LANGUAGE CODE | |
| Language code of text/sound track or separate title | eng |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.3 |
| Item number | Si57m |
| 100 ## - MAIN ENTRY--AUTHOR NAME | |
| Personal name | Simovici, Dan |
| 245 ## - TITLE STATEMENT | |
| Title | Mathematical analysis for machine learning and data mining |
| Statement of responsibility, etc | Dan Simovici |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Name of publisher | World Scientific |
| Year of publication | 2018 |
| Place of publication | New Jersey |
| 300 ## - PHYSICAL DESCRIPTION | |
| Number of Pages | xv, 968p |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | This compendium provides a self-contained introduction to mathematical analysis in the field of machine learning and data mining. The mathematical analysis component of the typical mathematical curriculum for computer science students omits these very important ideas and techniques which are indispensable for approaching specialized area of machine learning centered around optimization such as support vector machines, neural networks, various types of regression, feature selection, and clustering. The book is of special interest to researchers and graduate students who will benefit from these application areas discussed in the book. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Machine learning - Mathematics |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Data mining - Mathematics |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Books |
| Withdrawn status | Lost status | Damaged status | Not for loan | Collection code | Home library | Current library | Date acquired | Source of acquisition | Cost, normal purchase price | Full call number | Accession Number | Cost, replacement price | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| General Stacks | PK Kelkar Library, IIT Kanpur | PK Kelkar Library, IIT Kanpur | 12/10/2018 | 2 | 11709.00 | 006.3 Si57m | A183910 | 14636.16 | Books |