Applied numerical linear algebra (Record no. 59895)
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000 -LEADER | |
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fixed length control field | 02306nam a22001937a 4500 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 230510b |||||||| |||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
ISBN | 9789386235336 (PB) |
041 ## - LANGUAGE CODE | |
Language code of text/sound track or separate title | eng |
080 ## - UNIVERSAL DECIMAL CLASSIFICATION NUMBER | |
Universal Decimal Classification number | 512.64 |
Item number | DEM |
100 ## - MAIN ENTRY--AUTHOR NAME | |
Personal name | Demmel, James W |
245 ## - TITLE STATEMENT | |
Title | Applied numerical linear algebra |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
Place of publication | Philadelphia |
Name of publisher | Society for Industrial and Applied Mathematics (SIAM) |
Year of publication | 2018 |
300 ## - PHYSICAL DESCRIPTION | |
Number of Pages | xi,419 p |
520 ## - SUMMARY, ETC. | |
Summary, etc | Designed for use by first-year graduate students from a variety of engineering and scientific disciplines, this comprehensive textbook covers the solution of linear systems, least squares problems, eigenvalue problems, and the singular value decomposition. The author, who helped design the widely-used LAPACK and ScaLAPACK linear algebra libraries, draws on this experience to present state-of-the-art techniques for these problems, including recommendations of which algorithms to use in a variety of practical situations. Algorithms are derived in a mathematically illuminating way, including condition numbers and error bounds. Direct and iterative algorithms, suitable for dense and sparse matrices, are discussed. Algorithm design for modern computer architectures, where moving data is often more expensive than arithmetic operations, is discussed in detail, using LAPACK as an illustration. There are many numerical examples throughout the text and in the problems at the ends of chapters, most of which are written in Matlab and are freely available on the Web. Demmel discusses several current research topics, making students aware of both the lively research taking place and connections to other parts of numerical analysis, mathematics, and computer science. Some of this material is developed in questions at the end of each chapter, which are marked Easy, Medium, or Hard according to their difficulty. Some questions are straightforward, supplying proofs of lemmas used in the text. Others are more difficult theoretical or computing problems. Questions involving significant amounts of programming are marked Programming. The computing questions mainly involve Matlab programming, and others involve retrieving, using, and perhaps modifying LAPACK code from NETLIB |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical Term | linear algebra |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical Term | Numerical calculations |
690 ## - LOCAL SUBJECT ADDED ENTRY--TOPICAL TERM (OCLC, RLIN) | |
Topical term or geographic name as entry element | Mathematics |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Koha item type | BOOKS |
Withdrawn status | Lost status | Damaged status | Not for loan | Home library | Current library | Shelving location | Full call number | Accession Number | Koha item type | Owner (If the Item is Gratis) |
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IMSc Library | IMSc Library | Multiple Copies Section, Shelf No: 4 | 512.64 DEM | 77171 | BOOKS | Gratis by NBHM (National Board of Higer Mathematics) Through Prof. R Balasubramanian |