Digital Signal Processing with Kernel Methods / (Record no. 6594)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02299 a2200241 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20251014151241.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 241202b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9781118611791 |
| 041 ## - LANGUAGE CODE | |
| Language code of text/sound track or separate title | eng |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 621.3822 |
| Item number | RojD |
| 100 ## - MAIN ENTRY--AUTHOR NAME | |
| Personal name | Rojo-Alvarez, Jose Luis |
| 245 ## - TITLE STATEMENT | |
| Title | Digital Signal Processing with Kernel Methods / |
| Statement of responsibility, etc | J Rojo-Alvarez |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Name of publisher | Wiley : |
| Place of publication | Hoboken, |
| Year of publication | ©2018. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Number of Pages | xxvi, 639p. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | A realistic and comprehensive review of joint approaches to machine learning and signal processing algorithms, with application to communications, multimedia, and biomedical engineering systems<br/><br/>Digital Signal Processing with Kernel Methods reviews the milestones in the mixing of classical digital signal processing models and advanced kernel machines statistical learning tools. It explains the fundamental concepts from both fields of machine learning and signal processing so that readers can quickly get up to speed in order to begin developing the concepts and application software in their own research.<br/><br/>Digital Signal Processing with Kernel Methods provides a comprehensive overview of kernel methods in signal processing, without restriction to any application field. It also offers example applications and detailed benchmarking experiments with real and synthetic datasets throughout. Readers can find further worked examples with Matlab source code on a website developed by the authors: http://github.com/DSPKM<br/><br/>• Presents the necessary basic ideas from both digital signal processing and machine learning concepts<br/>• Reviews the state-of-the-art in SVM algorithms for classification and detection problems in the context of signal processing<br/>• Surveys advances in kernel signal processing beyond SVM algorithms to present other highly relevant kernel methods for digital signal processing<br/><br/>An excellent book for signal processing researchers and practitioners, Digital Signal Processing with Kernel Methods will also appeal to those involved in machine learning and pattern recognition. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Signal processing |
| General subdivision | Digital techniques |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Anomaly detection |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Machine learning |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Martínez-Ramon, Manel |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Munnoz Marí, Jordi |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Camps-Valls, Gustavo |
| 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 | Copy number | Print Price | Bill Date/Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Electrical | Indian Institute of Technology Tirupati | Indian Institute of Technology Tirupati | General Stacks | 14/10/2025 | Creative Books | 8590.55 | CB/25128 | 621.3822 RojD (11687) | 11687 | Copy 01 | 12272.22 | 14/10/2025 | Books |