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[数据挖掘理论与案例] Linear and Integer Optimization: Theory and Practice, Third Edition [推广有奖]

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Features
  • Reflects more modern approaches and new applications
  • Extends prototype examples to more realistic settings
  • Introduces the elementary theory of linear and integer optimization
  • Uses real-world case studies to illustrate application of the theory
Summary

Presenting a strong and clear relationship between theory and practice, Linear and Integer Optimization: Theory and Practice is divided into two main parts. The first covers the theory of linear and integer optimization, including both basic and advanced topics. Dantzig’s simplex algorithm, duality, sensitivity analysis, integer optimization models, and network models are introduced.


More advanced topics also are presented including interior point algorithms, the branch-and-bound algorithm, cutting planes, complexity, standard combinatorial optimization models, the assignment problem, minimum cost flow, and the maximum flow/minimum cut theorem.


The second part applies theory through real-world case studies. The authors discuss advanced techniques such as column generation, multiobjective optimization, dynamic optimization, machine learning (support vector machines), combinatorial optimization, approximation algorithms, and game theory.


Besides the fresh new layout and completely redesigned figures, this new edition incorporates modern examples and applications of linear optimization. The book now includes computer code in the form of models in the GNU Mathematical Programming Language (GMPL). The models and corresponding data files are available for download and can be readily solved using the provided online solver.


This new edition also contains appendices covering mathematical proofs, linear algebra, graph theory, convexity, and nonlinear optimization. All chapters contain extensive examples and exercises. This textbook is ideal for courses for advanced undergraduate and graduate students in various fields including mathematics, computer science, industrial engineering, operations research, and management science.

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关键词:Optimization Practice Integer Edition practic including realistic practice examples between

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CRC Press - Linear and Integer Optimization Theory and Practice (3th 2015).pdf

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Linear and Integer Optimization

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PUMCNSY 发表于 2017-2-3 22:40:24 |只看作者 |坛友微信交流群
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FredChow 发表于 2019-1-21 19:34:27 来自手机 |只看作者 |坛友微信交流群
nivastuli 发表于 2017-1-27 18:20
Features
  • Reflects more modern approaches and new applications
  • Extends prototype examples t ...
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    atwoodcloyd 在职认证  发表于 2019-10-11 00:15:18 |只看作者 |坛友微信交流群
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