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Linear and integer programming made easy

Linear and integer programming are fundamental toolkits for data and information science and technology, particularly in the context of today’s megatrends toward statistical optimization, machine learning, and big data analytics. Drawn from over 30 years of classroom teaching and applied research ex...

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Detalles Bibliográficos
Autores principales: Hu, T C, Kahng, Andrew B
Lenguaje:eng
Publicado: Springer 2016
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-319-24001-5
http://cds.cern.ch/record/2157608
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author Hu, T C
Kahng, Andrew B
author_facet Hu, T C
Kahng, Andrew B
author_sort Hu, T C
collection CERN
description Linear and integer programming are fundamental toolkits for data and information science and technology, particularly in the context of today’s megatrends toward statistical optimization, machine learning, and big data analytics. Drawn from over 30 years of classroom teaching and applied research experience, this textbook provides a crisp and practical introduction to the basics of linear and integer programming. The authors’ approach is accessible to students from all fields of engineering, including operations research, statistics, machine learning, control system design, scheduling, formal verification, and computer vision. Readers will learn to cast hard combinatorial problems as mathematical programming optimizations, understand how to achieve formulations where the objective and constraints are linear, choose appropriate solution methods, and interpret results appropriately. •Provides a concise introduction to linear and integer programming, appropriate for undergraduates, graduates, a short course or boot camp, or self-learning;  •Targets not only computer scientists and engineers, but those in management science and operations research as well; •Emphasizes basics and intuitive concepts, and gives corresponding numerical examples; •Includes exercises to test and reinforce the concepts introduced, along with a website containing additional material matched to the book’s contents.
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spelling cern-21576082021-04-21T19:41:09Zdoi:10.1007/978-3-319-24001-5http://cds.cern.ch/record/2157608engHu, T CKahng, Andrew BLinear and integer programming made easyEngineeringLinear and integer programming are fundamental toolkits for data and information science and technology, particularly in the context of today’s megatrends toward statistical optimization, machine learning, and big data analytics. Drawn from over 30 years of classroom teaching and applied research experience, this textbook provides a crisp and practical introduction to the basics of linear and integer programming. The authors’ approach is accessible to students from all fields of engineering, including operations research, statistics, machine learning, control system design, scheduling, formal verification, and computer vision. Readers will learn to cast hard combinatorial problems as mathematical programming optimizations, understand how to achieve formulations where the objective and constraints are linear, choose appropriate solution methods, and interpret results appropriately. •Provides a concise introduction to linear and integer programming, appropriate for undergraduates, graduates, a short course or boot camp, or self-learning;  •Targets not only computer scientists and engineers, but those in management science and operations research as well; •Emphasizes basics and intuitive concepts, and gives corresponding numerical examples; •Includes exercises to test and reinforce the concepts introduced, along with a website containing additional material matched to the book’s contents.Springeroai:cds.cern.ch:21576082016
spellingShingle Engineering
Hu, T C
Kahng, Andrew B
Linear and integer programming made easy
title Linear and integer programming made easy
title_full Linear and integer programming made easy
title_fullStr Linear and integer programming made easy
title_full_unstemmed Linear and integer programming made easy
title_short Linear and integer programming made easy
title_sort linear and integer programming made easy
topic Engineering
url https://dx.doi.org/10.1007/978-3-319-24001-5
http://cds.cern.ch/record/2157608
work_keys_str_mv AT hutc linearandintegerprogrammingmadeeasy
AT kahngandrewb linearandintegerprogrammingmadeeasy