Abstract Domains In Constraint Programming
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Abstract Domains In Constraint Programming
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Author : Marie Pelleau
language : en
Publisher: Elsevier
Release Date : 2015-05-20
Abstract Domains In Constraint Programming written by Marie Pelleau and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-05-20 with Computers categories.
Constraint Programming aims at solving hard combinatorial problems, with a computation time increasing in practice exponentially. The methods are today efficient enough to solve large industrial problems, in a generic framework. However, solvers are dedicated to a single variable type: integer or real. Solving mixed problems relies on ad hoc transformations. In another field, Abstract Interpretation offers tools to prove program properties, by studying an abstraction of their concrete semantics, that is, the set of possible values of the variables during an execution. Various representations for these abstractions have been proposed. They are called abstract domains. Abstract domains can mix any type of variables, and even represent relations between the variables. In this work, we define abstract domains for Constraint Programming, so as to build a generic solving method, dealing with both integer and real variables. We also study the octagons abstract domain, already defined in Abstract Interpretation. Guiding the search by the octagonal relations, we obtain good results on a continuous benchmark. We also define our solving method using Abstract Interpretation techniques, in order to include existing abstract domains. Our solver, AbSolute, is able to solve mixed problems and use relational domains. - Exploits the over-approximation methods to integrate AI tools in the methods of CP - Exploits the relationships captured to solve continuous problems more effectively - Learn from the developers of a solver capable of handling practically all abstract domains
Abstract Domains In Constraint Programming
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Author : Marie Pelleau
language : en
Publisher: Wiley-ISTE
Release Date : 2015-11-09
Abstract Domains In Constraint Programming written by Marie Pelleau and has been published by Wiley-ISTE this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-11-09 with Computers categories.
This text describes the functions and methodology of abstract domains in constraint programming that apply to both integer and real variables. After a broad assessment of constraint programming, the book covers octagons abstract domain, abstract interpretation techniques, and the application of AbSolute to solve mixed problems and use relational domains. Constraint programming practitioners and students will gain a deeper understanding of solutions to multi-variable problems and their representations.
Principles And Practice Of Constraint Programming Cp 2011
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Author : Jimmy Lee
language : en
Publisher: Springer
Release Date : 2011-09-01
Principles And Practice Of Constraint Programming Cp 2011 written by Jimmy Lee and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-09-01 with Computers categories.
This book constitutes the refereed proceedings of the 17th International Conference on Principles and Practice of Constraint Programming, CP 2011, held in Perugia, Italy, September 12-16, 2011. The 51 revised full papers and 7 short papers presented together with three invited talks were carefully reviewed and selected from 159 submissions. The papers are organized in topical sections on algorithms, environments, languages, models and systems, applications such as decision making, resource allocation and agreement technologies.
Principles And Practice Of Constraint Programming Cp 95
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Author : Ugo Montanari
language : en
Publisher: Springer Science & Business Media
Release Date : 1995-09-06
Principles And Practice Of Constraint Programming Cp 95 written by Ugo Montanari and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995-09-06 with Computers categories.
This book constitutes the proceedings of the First International Conference on Principles and Practice of Constraint Programming, CP '95, held in Cassis near Marseille, France in September 1995. The 33 refereed full papers included were selected out of 108 submissions and constitute the main part of the book; in addition there is a 60-page documentation of the four invited papers and a section presenting industrial reports. Thus besides having a very strong research component, the volume will be attractive for practitioners. The papers are organized in sections on efficient constraint handling, constraint logic programming, concurrent constraint programming, computational logic, applications, and operations research.
Principles And Practice Of Constraint Programming Cp 2007
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Author : Christian Bessiere
language : en
Publisher: Springer Science & Business Media
Release Date : 2007-10-11
Principles And Practice Of Constraint Programming Cp 2007 written by Christian Bessiere and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007-10-11 with Computers categories.
This book constitutes the refereed proceedings of the 13th International Conference on Principles and Practice of Constraint Programming, CP 2007. It contains 51 revised full papers and 14 revised short papers presented together with eight application papers and the abstracts of two invited lectures. All current issues of computing with constraints are addressed, ranging from methodological and foundational aspects to solving real-world problems in various application fields.
Integration Of Constraint Programming Artificial Intelligence And Operations Research
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Author : Guido Tack
language : en
Publisher: Springer Nature
Release Date : 2025-06-28
Integration Of Constraint Programming Artificial Intelligence And Operations Research written by Guido Tack and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-28 with Computers categories.
This two-volume set LNCS 15762-15763 constitutes the proceedings of the 22nd International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research, CPAIOR 2025, held in Melbourne, VIC, Australia, November 10–13, 2025. The 30 full papers and the 2 short papers presented in the proceedings were carefully reviewed and selected from a total of 68 submissions. The conference featured a masterclass and several joint invited talks that covered topics of interest at the intersection of constraint programming, artificial Intelligence, operations research, planning and scheduling, and knowledge representation.
Principles And Practice Of Constraint Programming Cp 2012
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Author : Michela Milano
language : en
Publisher: Springer
Release Date : 2012-10-03
Principles And Practice Of Constraint Programming Cp 2012 written by Michela Milano and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-10-03 with Mathematics categories.
This book constitutes the thoroughly refereed post-conference proceedings of the 18th International Conference on Principles and Practice of Constraint Programming (CP 2012), held in Québec, Canada, in October 2012. The 68 revised full papers were carefully selected from 186 submissions. Beside the technical program, the conference featured two special tracks. The former was the traditional application track, which focused on industrial and academic uses of constraint technology and its comparison and integration with other optimization techniques (MIP, local search, SAT, etc.) The second track, featured for the first time in 2012, concentrated on multidisciplinary papers: cross-cutting methodology and challenging applications collecting papers that link CP technology with other techniques like machine learning, data mining, game theory, simulation, knowledge compilation, visualization, control theory, and robotics. In addition, the track focused on challenging application fields with a high social impact such as CP for life sciences, sustainability, energy efficiency, web, social sciences, finance, and verification.
Principles And Practice Of Constraint Programming
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Author : John Hooker
language : en
Publisher: Springer
Release Date : 2018-08-22
Principles And Practice Of Constraint Programming written by John Hooker and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-08-22 with Mathematics categories.
This book constitutes the proceedings of the 24th International Conference on Principles and Practice of Constraint Programming, CP 2018, held in Lille, France, in August 2018.The 41 full and 9 short papers presented in this volume were carefully reviewed and selected from 114 submissions. They deal with all aspects of computing with constraints including theory, algorithms, environments, languages, models, systems, and applications such as decision making, resource allocation, scheduling, configuration, and planning. The papers were organized according to the following topics/tracks: main technical track; applications track; CP and data science; CP and music; CP and operations research; CP, optimization and power system management; multiagent and parallel CP; and testing and verification.
Integration Of Ai And Or Techniques In Constraint Programming For Combinatorial Optimization Problems
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Author : Tobias Achterberg
language : en
Publisher: Springer Science & Business Media
Release Date : 2011-05-13
Integration Of Ai And Or Techniques In Constraint Programming For Combinatorial Optimization Problems written by Tobias Achterberg and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-05-13 with Business & Economics categories.
This book constitutes the refereed proceedings of the 8th International Conference on Integration of AI and OR Techniques in Constraint Programming for Combinatorial Optimization Problems, CPAIOR 2011, held in Berlin, Germany, in May 2011. The 13 revised full papers and 7 revised short papers presented together with 3 invited lectures were carefully reviewed and selected from 35 submissions. The papers are focused on both theoretical and practical, application-oriented issues and present current research with a special focus on the integration and hybridization of the approaches of constraint programming, artificial intelligence, and operations research technologies for solving large scale and complex real life combinatorial optimization problems.
Integration Of Ai And Or Techniques In Constraint Programming For Combinatorial Optimization Problems
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Author : Laurent Perron
language : en
Publisher: Springer Science & Business Media
Release Date : 2008-05-08
Integration Of Ai And Or Techniques In Constraint Programming For Combinatorial Optimization Problems written by Laurent Perron and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-05-08 with Business & Economics categories.
This book constitutes the refereed proceedings of the 5th International Conference on Integration of AI and OR Techniques in Constraint Programming for Combinatorial Optimization Problems, CPAIOR 2008, held in Paris, France, in May 2008. The 18 revised long papers and 22 revised short papers presented together with 3 invited talks were carefully reviewed and selected from 130 submissions. The papers describe current research in the fields of constraint programming, artificial intelligence, and operations research to explore ways of solving large-scale, practical optimization problems through integration and hybridization of the fields' different techniques.