عنوان
پدید آورنده
موضوع
رده
کتابخانه
محل استقرار
INTERNATIONAL STANDARD BOOK NUMBER
Qualification
(hardback)
Qualification
(epub)
(Number (ISBN
9781316518984
Erroneous ISBN
9781009004282
NATIONAL BIBLIOGRAPHY NUMBER
Number
4845
LANGUAGE OF THE ITEM
.Language of Text, Soundtrack etc
انگلیسی
TITLE AND STATEMENT OF RESPONSIBILITY
Title Proper
Optimization for data analysis
General Material Designation
[electronic resources]
First Statement of Responsibility
Stephen J. Wright and Benjamin Recht.
.PUBLICATION, DISTRIBUTION, ETC
Place of Publication, Distribution, etc.
New York
Name of Publisher, Distributor, etc.
Cambridge University Press
Date of Publication, Distribution, etc.
2022.
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
x, 227 pages.
Other Physical Details
Figs.
INTERNAL BIBLIOGRAPHIES/INDEXES NOTE
Text of Note
Includes bibliographical references (pages 216-222) and index.
SUMMARY OR ABSTRACT
Text of Note
"Optimization formulations and algorithms have long played a central role in data analysis and machine learning. Maximum likelihood concepts date to Gauss and Laplace in the late 1700s ; problems of this type drove developments in unconstrained optimization in the latter half of the 20th century. Mangasarian's papers in the 1960s on pattern separation using linear programming made an explicit connection between machine learning and optimization in the early days of the former subject. During the 1990s, optimization techniques (especially quadratic programming and duality) were key to the development of support vector machines and kernel learning. The period 1997-2010 saw many synergies emerge between regularized / sparse optimization, variable selection, and compressed sensing. In the current era of deep learning, two optimization techniques-stochastic gradient and automatic differentiation (a.k.a. back-propagation)-are essential"--
TOPICAL NAME USED AS SUBJECT
Entry Element
Big data.
Entry Element
Mathematical optimization.
Entry Element
Quantitative research.
Entry Element
Artificial intelligence.
Entry Element
MATHEMATICS / General
Entry Element
MATHEMATICS / General
UNCONTROLLED SUBJECT TERMS
Subject Term
Artificial intelligence.
PERSONAL NAME - PRIMARY RESPONSIBILITY
Entry Element
Wright, Stephen J., 1960-
Relator Code
Author
PERSONAL NAME - SECONDARY RESPONSIBILITY
Entry Element
Recht, Benjamin,
Relator Code
Cllaborator
ORIGINATING SOURCE
Country
ایران
Agency
Central Library of the Kurdistan University
Date of Transaction
20220817045422.0
Cataloguing Rules (Descriptive Conventions))
rda
e
BL
280328
a
Y
