| 000 -LEADER |
|---|
| fixed length control field |
a |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
240427b xxu||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
978-1-4704-6332-8 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
512.5 |
| Item number |
BIS |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Bisgard, James |
| 245 ## - TITLE STATEMENT |
|---|
| Title |
Analysis and linear algebra : the singular value decomposition and applications |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Name of publisher, distributor, etc |
American Mathematical Society, |
| Date of publication, distribution, etc |
2021 |
| Place of publication, distribution, etc |
Providence : |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xviii, 217 p.; |
| Other physical details |
ill., |
| Dimensions |
21 cm |
| 365 ## - TRADE PRICE |
|---|
| Price amount |
59.00 |
| Price type code |
$ |
| Unit of pricing |
86.30 |
| 490 ## - SERIES STATEMENT |
|---|
| Series statement |
Student mathematical library |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc |
Includes bibliographical references and indexes.
|
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc |
This book provides an elementary analytically inclined journey to a fundamental result of linear algebra: the Singular Value Decomposition (SVD). SVD is a workhorse in many applications of linear algebra to data science. Four important applications relevant to data science are considered throughout the book: determining the subspace that ""best'' approximates a given set (dimension reduction of a data set); finding the ""best'' lower rank approximation of a given matrix (compression and general approximation problems); the Moore-Penrose pseudo-inverse (relevant to solving least squares problems); and the orthogonal Procrustes problem (finding the orthogonal transformation that most closely transforms a given collection to a given configuration), as well as its orientation-preserving version. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Mathematical analysis |
|
|---|
| Topical term or geographic name as entry element |
Normed Vector Spaces |
|
|---|
| Topical term or geographic name as entry element |
Symmetric matrix |
|
|---|
| Topical term or geographic name as entry element |
Spectral Theorem |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
|
| Item type |
Books |