عنوان

First-order methods in optimization /

شابک

1611974992

شابک

9781611974997

شابک اشتباه

9781611974980

شماره ناشر

MO25

منبع

SIAM

عنوان اصلي

First-order methods in optimization /

نام عام مواد

[Book]

نام نخستين پديدآور

Amir Beck, Technion-Israel Institute for Technology, Technion, Haifa, Israel.

محل نشرو پخش و غیره

Philadelphia, Pennsylvania :

نام ناشر، پخش کننده و غيره

Society for Industrial and Applied Mathematics (SIAM, 3600 Market Street, Floor 6, Philadelphia, PA 19104),

تاریخ نشرو بخش و غیره

[2017]

تاريخ

1709

نام خاص و کميت اثر

1 online resource (x, 484 pages).

عنوان فروست

MOS-SIAM series on optimization ;

مشخصه جلد

25

متن يادداشت

Includes bibliographical references and index.

متن يادداشت

Vector spaces -- Extended real-value functions -- Subgradients -- Conjugate functions -- Smoothness and strong convexity -- The proximal operator -- Spectral functions -- Primal and dual projected subgradient methods -- Mirror descent -- The proximal gradient method -- The block proximal gradient method -- Dual-based proximal gradient methods -- The generalized Conditional gradient method -- Alternating minimization -- ADMM.

بدون عنوان

0

متن يادداشت

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. 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. 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.

عنوان

First-order methods in optimization

شماره استاندارد بين المللي کتاب و موسيقي

9781611974980

موضوع مستند نشده

Convergence.

موضوع مستند نشده

Mathematical optimization.

موضوع مستند نشده

Convergence.

موضوع مستند نشده

Mathematical optimization.

شماره

ويراست

شماره رده

شماره رده

نشانه اثر

مستند نام اشخاص تاييد نشده

Beck, Amir

مستند نام تنالگان تاييد نشده

Society for Industrial and Applied Mathematics,publisher.

تاريخ عمليات

20200823050106.0

قواعد فهرست نويسي ( بخش توصيفي )

rda

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y