Submodular Functions and Optimization

Submodular Functions and Optimization
Author: Satoru Fujishige
Publisher: Elsevier
Total Pages: 411
Release: 2005-07-26
Genre: Mathematics
ISBN: 008046162X

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It has widely been recognized that submodular functions play essential roles in efficiently solvable combinatorial optimization problems. Since the publication of the 1st edition of this book fifteen years ago, submodular functions have been showing further increasing importance in optimization, combinatorics, discrete mathematics, algorithmic computer science, and algorithmic economics, and there have been made remarkable developments of theory and algorithms in submodular functions. The 2nd edition of the book supplements the 1st edition with a lot of remarks and with new two chapters: "Submodular Function Minimization" and "Discrete Convex Analysis." The present 2nd edition is still a unique book on submodular functions, which is essential to students and researchers interested in combinatorial optimization, discrete mathematics, and discrete algorithms in the fields of mathematics, operations research, computer science, and economics. Self-contained exposition of the theory of submodular functions Selected up-to-date materials substantial to future developments Polyhedral description of Discrete Convex Analysis Full description of submodular function minimization algorithms Effective insertion of figures Useful in applied mathematics, operations research, computer science, and economics


Submodular Functions and Optimization
Language: en
Pages: 411
Authors: Satoru Fujishige
Categories: Mathematics
Type: BOOK - Published: 2005-07-26 - Publisher: Elsevier

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It has widely been recognized that submodular functions play essential roles in efficiently solvable combinatorial optimization problems. Since the publication
Submodular Functions and Optimization
Language: en
Pages: 281
Authors: S. Fujishige
Categories: Mathematics
Type: BOOK - Published: 1991-01-24 - Publisher: Elsevier

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The importance of submodular functions has been widely recognized in recent years in combinatorial optimization. This is the first book devoted to the expositio
Tractability
Language: en
Pages: 401
Authors: Lucas Bordeaux
Categories: Computers
Type: BOOK - Published: 2014-02-06 - Publisher: Cambridge University Press

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An overview of the techniques developed to circumvent computational intractability, a key challenge in many areas of computer science.
Learning with Submodular Functions
Language: en
Pages: 228
Authors: Francis Bach
Categories: Convex functions
Type: BOOK - Published: 2013 - Publisher:

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Submodular functions are relevant to machine learning for at least two reasons: (1) some problems may be expressed directly as the optimization of submodular fu
Submodular Functions and Electrical Networks
Language: en
Pages: 682
Authors: H. Narayanan
Categories: Computers
Type: BOOK - Published: 1997-05 - Publisher: Elsevier

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There is a strong case for electrical network topologists and submodular function theorists being aware of each other's fields. Presenting a topological approac