First-order methods in optimization (Record no. 561056)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01666 a2200205 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9781611974980 |
| 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 | 519.6 |
| Item number | B388f |
| 100 ## - MAIN ENTRY--AUTHOR NAME | |
| Personal name | Beck, Amir |
| 245 ## - TITLE STATEMENT | |
| Title | First-order methods in optimization |
| Statement of responsibility, etc | Amir Beck |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Name of publisher | SIAM |
| Year of publication | 2017 |
| Place of publication | Philadelphia |
| 300 ## - PHYSICAL DESCRIPTION | |
| Number of Pages | xii, 475p |
| 440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE | |
| Title | MOS-SIAM series on optimization |
| 490 ## - SERIES STATEMENT | |
| Series statement | / edited by Katya Scheinberg; no.25 |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | The primary goal of this book is to provide a self-contained, comprehensive study of the main first-order methods that are frequently used in solving large-scale problems. First-order methods exploit information on values and gradients/subgradients (but not Hessians) of the functions composing the model under consideration. With the increase in the number of applications that can be modeled as large or even huge-scale optimization problems, there has been a revived interest in using simple methods that require low iteration cost as well as low memory storage.<br/>The author has gathered, reorganized, and synthesized (in a unified manner) many results that are currently scattered throughout the literature, many of which cannot be typically found in optimization books.<br/><br/>First-Order Methods in Optimization offers comprehensive study of first-order methods with the theoretical foundations; provides plentiful examples and illustrations; emphasizes rates of convergence and complexity analysis of the main first-order methods used to solve large-scale problems; and covers both variables and functional decomposition methods. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Mathematical optimization |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | First-order logic |
| 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 | 16/12/2019 | 1 | 5565.47 | 519.6 B388f | A185020 | 6956.84 | Books |