The Resource Optimization models, Giuseppe C. Calafiore, Laurent El Ghaoui
Optimization models, Giuseppe C. Calafiore, Laurent El Ghaoui
Resource Information
The item Optimization models, Giuseppe C. Calafiore, Laurent El Ghaoui represents a specific, individual, material embodiment of a distinct intellectual or artistic creation found in University of Missouri Libraries.This item is available to borrow from 1 library branch.
Resource Information
The item Optimization models, Giuseppe C. Calafiore, Laurent El Ghaoui represents a specific, individual, material embodiment of a distinct intellectual or artistic creation found in University of Missouri Libraries.
This item is available to borrow from 1 library branch.
- Summary
- Emphasizing practical understanding over the technicalities of specific algorithms, this elegant textbook is an accessible introduction to the field of optimization, focusing on powerful and reliable convex optimization techniques. Students and practitioners will learn how to recognize, simplify, model and solve optimization problems - and apply these principles to their own projects. A clear and self-contained introduction to linear algebra demonstrates core mathematical concepts in a way that is easy to follow, and helps students to understand their practical relevance. Requiring only a basic understanding of geometry, calculus, probability and statistics, and striking a careful balance between accessibility and rigor, it enables students to quickly understand the material, without being overwhelmed by complex mathematics. Accompanied by numerous end-of-chapter problems, an online solutions manual for instructors, and relevant examples from diverse fields including engineering, data science, economics, finance, and management, this is the perfect introduction to optimization for undergraduate and graduate students.--Provided by publisher
- Language
- eng
- Extent
- xvii, 631 pages
- Contents
-
- Introduction
- I: Linear algebra models
- Vectors and functions
- Matrices
- Symmetric matrices
- Singular value decomposition
- Linear equations and least squares
- Matrix algorithms
- II: Convex optimization models
- Convexity
- Linear, quadratic, and geometric models
- Second-order cone robust models
- Semidefinite models
- Introduction to algorithms
- III: Applications
- Learning from data
- Computational finance
- Control problems
- Engineering design
- Isbn
- 9781107050877
- Label
- Optimization models
- Title
- Optimization models
- Statement of responsibility
- Giuseppe C. Calafiore, Laurent El Ghaoui
- Language
- eng
- Summary
- Emphasizing practical understanding over the technicalities of specific algorithms, this elegant textbook is an accessible introduction to the field of optimization, focusing on powerful and reliable convex optimization techniques. Students and practitioners will learn how to recognize, simplify, model and solve optimization problems - and apply these principles to their own projects. A clear and self-contained introduction to linear algebra demonstrates core mathematical concepts in a way that is easy to follow, and helps students to understand their practical relevance. Requiring only a basic understanding of geometry, calculus, probability and statistics, and striking a careful balance between accessibility and rigor, it enables students to quickly understand the material, without being overwhelmed by complex mathematics. Accompanied by numerous end-of-chapter problems, an online solutions manual for instructors, and relevant examples from diverse fields including engineering, data science, economics, finance, and management, this is the perfect introduction to optimization for undergraduate and graduate students.--Provided by publisher
- Cataloging source
- BTCTA
- http://library.link/vocab/creatorDate
- 1969-
- http://library.link/vocab/creatorName
- Calafiore, Giuseppe
- Dewey number
- 519.6
- Illustrations
- illustrations
- Index
- index present
- LC call number
- QA402.5
- LC item number
- .C35 2014
- Literary form
- non fiction
- Nature of contents
- bibliography
- http://library.link/vocab/relatedWorkOrContributorName
- El Ghaoui, Laurent
- http://library.link/vocab/subjectName
-
- Mathematical optimization
- Convex sets
- Convex functions
- Convex functions
- Convex sets
- Mathematical optimization
- Label
- Optimization models, Giuseppe C. Calafiore, Laurent El Ghaoui
- Bibliography note
- Includes bibliographical references and index
- Carrier category
- volume
- Carrier category code
-
- nc
- Carrier MARC source
- rdacarrier.
- Content category
- text
- Content type code
-
- txt
- Content type MARC source
- rdacontent.
- Contents
- Introduction -- I: Linear algebra models -- Vectors and functions -- Matrices -- Symmetric matrices -- Singular value decomposition -- Linear equations and least squares -- Matrix algorithms -- II: Convex optimization models -- Convexity -- Linear, quadratic, and geometric models -- Second-order cone robust models -- Semidefinite models -- Introduction to algorithms -- III: Applications -- Learning from data -- Computational finance -- Control problems -- Engineering design
- Control code
- 881038143
- Dimensions
- 26 cm
- Extent
- xvii, 631 pages
- Isbn
- 9781107050877
- Lccn
- 2015301842
- Media category
- unmediated
- Media MARC source
- rdamedia.
- Media type code
-
- n
- Other physical details
- illustrations
- System control number
- (OCoLC)881038143
- Label
- Optimization models, Giuseppe C. Calafiore, Laurent El Ghaoui
- Bibliography note
- Includes bibliographical references and index
- Carrier category
- volume
- Carrier category code
-
- nc
- Carrier MARC source
- rdacarrier.
- Content category
- text
- Content type code
-
- txt
- Content type MARC source
- rdacontent.
- Contents
- Introduction -- I: Linear algebra models -- Vectors and functions -- Matrices -- Symmetric matrices -- Singular value decomposition -- Linear equations and least squares -- Matrix algorithms -- II: Convex optimization models -- Convexity -- Linear, quadratic, and geometric models -- Second-order cone robust models -- Semidefinite models -- Introduction to algorithms -- III: Applications -- Learning from data -- Computational finance -- Control problems -- Engineering design
- Control code
- 881038143
- Dimensions
- 26 cm
- Extent
- xvii, 631 pages
- Isbn
- 9781107050877
- Lccn
- 2015301842
- Media category
- unmediated
- Media MARC source
- rdamedia.
- Media type code
-
- n
- Other physical details
- illustrations
- System control number
- (OCoLC)881038143
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<div class="citation" vocab="http://schema.org/"><i class="fa fa-external-link-square fa-fw"></i> Data from <span resource="http://link.library.missouri.edu/portal/Optimization-models-Giuseppe-C.-Calafiore/lGNxTfDowdM/" typeof="Book http://bibfra.me/vocab/lite/Item"><span property="name http://bibfra.me/vocab/lite/label"><a href="http://link.library.missouri.edu/portal/Optimization-models-Giuseppe-C.-Calafiore/lGNxTfDowdM/">Optimization models, Giuseppe C. Calafiore, Laurent El Ghaoui</a></span> - <span property="potentialAction" typeOf="OrganizeAction"><span property="agent" typeof="LibrarySystem http://library.link/vocab/LibrarySystem" resource="http://link.library.missouri.edu/"><span property="name http://bibfra.me/vocab/lite/label"><a property="url" href="http://link.library.missouri.edu/">University of Missouri Libraries</a></span></span></span></span></div>