Complexity Of Infinite Domain Constraint Satisfaction

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Complexity of Infinite-Domain Constraint Satisfaction

Author : Manuel Bodirsky
Publisher : Cambridge University Press
Page : 537 pages
File Size : 49,9 Mb
Release : 2021-06-10
Category : Computers
ISBN : 9781107042841

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Complexity of Infinite-Domain Constraint Satisfaction by Manuel Bodirsky Pdf

Introduces the universal-algebraic approach to classifying the computational complexity of constraint satisfaction problems.

Complexity of Constraints

Author : Nadia Creignou,Phokion G. Kolaitis,Heribert Vollmer
Publisher : Springer Science & Business Media
Page : 326 pages
File Size : 43,6 Mb
Release : 2008-12-18
Category : Computers
ISBN : 9783540927990

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Complexity of Constraints by Nadia Creignou,Phokion G. Kolaitis,Heribert Vollmer Pdf

Nowadays constraint satisfaction problems (CSPs) are ubiquitous in many different areas of computer science, from artificial intelligence and database systems to circuit design, network optimization, and theory of programming languages. Consequently, it is important to analyze and pinpoint the computational complexity of certain algorithmic tasks related to constraint satisfaction. The complexity-theoretic results of these tasks may have a direct impact on, for instance, the design and processing of database query languages, or strategies in data-mining, or the design and implementation of planners. This state-of-the-art survey contains the papers that were invited by the organizers after conclusion of an International Dagstuhl-Seminar on Complexity of Constraints, held in Dagstuhl Castle, Germany, in October 2006. A number of speakers were solicited to write surveys presenting the state of the art in their area of expertise. These contributions were peer-reviewed by experts in the field and revised before they were collated to the 9 papers of this volume. In addition, the volume contains a reprint of a survey by Kolaitis and Vardi on the logical approach to constraint satisfaction that first appeared in 'Finite Model Theory and its Applications', published by Springer in 2007.

On Infinite-Domain CSPs Parameterized by Solution Cost

Author : George Osipov
Publisher : Linköping University Electronic Press
Page : 53 pages
File Size : 44,9 Mb
Release : 2024-04-24
Category : Electronic
ISBN : 9789180754972

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On Infinite-Domain CSPs Parameterized by Solution Cost by George Osipov Pdf

In this thesis we study the computational complexity of MinCSP - an optimization version of the Constraint Satisfaction Problem (CSP). The input to a MinCSP is a set of variables and constraints applied to these variables, and the goal is to assign values (from a fixed domain) to the variables while minimizing the solution cost, i.e. the number of unsatisfied constraints. We are specifically interested in MinCSP with infinite domains of values. Infinite-domain MinCSPs model fundamental optimization problems in computer science and are of particular relevance to artificial intelligence, especially temporal and spatial reasoning. The usual way to study computational complexity of CSPs is to restrict the types of constraints that can be used in the inputs, and either construct fast algorithms or prove lower bounds on the complexity of the resulting problems. The vast majority of interesting MinCSPs are NP-hard, so standard complexity-theoretic assumptions imply that we cannot find exact solutions to all inputs of these problems in polynomial time with respect to the input size. Hence, we need to relax at least one of the three requirements above, opting for either approximate solutions, solving some inputs, or using super-polynomial time. Parameterized algorithms exploits the latter two relaxations by identifying some common structure of the interesting inputs described by some parameter, and then allowing super-polynomial running times with respect to that parameter. Such algorithms are feasible for inputs of any size whenever the parameter value is small. For MinCSP, a natural parameter is optimal solution cost. We also study parameterized approximation algorithms, where the requirement for exact solutions is also relaxed. We present complete complexity classifications for several important classes of infinite-domain constraints. These are simple temporal constraints and interval constraints, which have notable applications in temporal reasoning in AI, linear equations over finite and infinite fields as well as some commutative rings (e.g., the rationals and the integers), which are of fundamental theoretical importance, and equality constraints, which are closely related to connectivity problems in undirected graphs and form the basis of studying first-order definable constraints over infinite domains. In all cases, we prove results as follows: we fix a (possibly infinite) set of allowed constraint types C, and for every finite subset of C, determine whether MinCSP(), i.e., MinCSP restricted to the constraint types in , is fixed-parameter tractable, i.e. solvable in f(k) · poly(n) time, where k is the parameter, n is the input size, and f is any function that depends solely on k. To rule out such algorithms, we prove lower bounds under standard assumptions of parameterized complexity. In all cases except simple temporal constraints, we also provide complete classifications for fixed-parameter time constant-factor approximation.

Applications of Partial Polymorphisms in (Fine-Grained) Complexity of Constraint Satisfaction Problems

Author : Biman Roy
Publisher : Linköping University Electronic Press
Page : 57 pages
File Size : 54,5 Mb
Release : 2020-03-23
Category : Electronic
ISBN : 9789179298982

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Applications of Partial Polymorphisms in (Fine-Grained) Complexity of Constraint Satisfaction Problems by Biman Roy Pdf

In this thesis we study the worst-case complexity ofconstraint satisfaction problems and some of its variants. We use methods from universal algebra: in particular, algebras of total functions and partial functions that are respectively known as clones and strong partial clones. The constraint satisfactionproblem parameterized by a set of relations ? (CSP(?)) is the following problem: given a set of variables restricted by a set of constraints based on the relations ?, is there an assignment to thevariables that satisfies all constraints? We refer to the set ? as aconstraint language. The inverse CSPproblem over ? (Inv-CSP(?)) asks the opposite: given a relation R, does there exist a CSP(?) instance with R as its set of models? When ? is a Boolean language, then we use the term SAT(?) instead of CSP(?) and Inv-SAT(?) instead of Inv-CSP(?). Fine-grained complexity is an approach in which we zoom inside a complexity class and classify theproblems in it based on their worst-case time complexities. We start by investigating the fine-grained complexity of NP-complete CSP(?) problems. An NP-complete CSP(?) problem is said to be easier than an NP-complete CSP(?) problem if the worst-case time complexity of CSP(?) is not higher thanthe worst-case time complexity of CSP(?). We first analyze the NP-complete SAT problems that are easier than monotone 1-in-3-SAT (which can be represented by SAT(R) for a certain relation R), and find out that there exists a continuum of such problems. For this, we use the connection between constraint languages and strong partial clones and exploit the fact that CSP(?) is easier than CSP(?) when the strong partial clone corresponding to ? contains the strong partial clone of ?. An NP-complete CSP(?) problem is said to be the easiest with respect to a variable domain D if it is easier than any other NP-complete CSP(?) problem of that domain. We show that for every finite domain there exists an easiest NP-complete problem for the ultraconservative CSP(?) problems. An ultraconservative CSP(?) is a special class of CSP problems where the constraint language containsall unary relations. We additionally show that no NP-complete CSP(?) problem can be solved insub-exponential time (i.e. in2^o(n) time where n is the number of variables) given that theexponentialtime hypothesisis true. Moving to classical complexity, we show that for any Boolean constraint language ?, Inv-SAT(?) is either in P or it is coNP-complete. This is a generalization of an earlier dichotomy result, which was only known to be true for ultraconservative constraint languages. We show that Inv-SAT(?) is coNP-complete if and only if the clone corresponding to ? contains essentially unary functions only. For arbitrary finite domains our results are not conclusive, but we manage to prove that theinversek-coloring problem is coNP-complete for each k>2. We exploit weak bases to prove many of theseresults. A weak base of a clone C is a constraint language that corresponds to the largest strong partia clone that contains C. It is known that for many decision problems X(?) that are parameterized bya constraint language ?(such as Inv-SAT), there are strong connections between the complexity of X(?) and weak bases. This fact can be exploited to achieve general complexity results. The Boolean domain is well-suited for this approach since we have a fairly good understanding of Boolean weak bases. In the final result of this thesis, we investigate the relationships between the weak bases in the Boolean domain based on their strong partial clones and completely classify them according to the setinclusion. To avoid a tedious case analysis, we introduce a technique that allows us to discard a largenumber of cases from further investigation.

Complexity Classifications of Boolean Constraint Satisfaction Problems

Author : Nadia Creignou,Sanjeev Khanna,Madhu Sudan
Publisher : SIAM
Page : 112 pages
File Size : 47,6 Mb
Release : 2001-01-01
Category : Mathematics
ISBN : 9780898714791

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Complexity Classifications of Boolean Constraint Satisfaction Problems by Nadia Creignou,Sanjeev Khanna,Madhu Sudan Pdf

Presents a novel form of a compendium that classifies an infinite number of problems by using a rule-based approach.

Relational and Algebraic Methods in Computer Science

Author : Jules Desharnais,Walter Guttmann,Stef Joosten
Publisher : Springer
Page : 385 pages
File Size : 50,6 Mb
Release : 2018-10-22
Category : Mathematics
ISBN : 9783030021498

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Relational and Algebraic Methods in Computer Science by Jules Desharnais,Walter Guttmann,Stef Joosten Pdf

This book constitutes the proceedings of the 17th International Conference on Relational and Algebraic Methods in Computer Science, RAMiCS 2018, held in Groningen, The Netherlands, in October/November 2018. The 21 full papers and 1 invited paper presented together with 2 invited abstracts and 1 abstract of a tutorial were carefully selected from 31 submissions. The papers are organized in the following topics: Theoretical foundations; reasoning about computations and programs; and applications and tools.

Automated Reasoning

Author : Didier Galmiche,Stephan Schulz,Roberto Sebastiani
Publisher : Springer
Page : 724 pages
File Size : 53,6 Mb
Release : 2018-07-06
Category : Mathematics
ISBN : 9783319942056

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Automated Reasoning by Didier Galmiche,Stephan Schulz,Roberto Sebastiani Pdf

This book constitutes the refereed proceedings of the 9th International Joint Conference on Automated Reasoning, IJCAR 2018, held in Oxford, United Kingdom, in July 2018, as part of the Federated Logic Conference, FLoC 2018. In 2018, IJCAR unites CADE, TABLEAUX, and FroCoS, the International Symposium on Frontiers of Combining Systems, and, for the fourth time, is part of the Federated Logic Conference. The 38 revised full research papers and 8 system descriptions presented together with two invited talks were carefully reviewed and selected from 108 submissions. The papers focus on topics such as logics, deductive systems, proof-search methods, theorem proving, model checking, verification, formal methods, and program analysis.

Automata, Languages and Programming

Author : Luca Aceto,Ivan Damgaard,Leslie Ann Goldberg,Magnus M. Halldorsson,Anna Ingolfsdottir,Igor Walukiewicz
Publisher : Springer
Page : 734 pages
File Size : 50,9 Mb
Release : 2008-07-05
Category : Computers
ISBN : 9783540705833

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Automata, Languages and Programming by Luca Aceto,Ivan Damgaard,Leslie Ann Goldberg,Magnus M. Halldorsson,Anna Ingolfsdottir,Igor Walukiewicz Pdf

The two-volume set LNCS 5125 and LNCS 5126 constitutes the refereed proceedings of the 35th International Colloquium on Automata, Languages and Programming, ICALP 2008, held in Reykjavik, Iceland, in July 2008. The 126 revised full papers presented together with 4 invited lectures were carefully reviewed and selected from a total of 407 submissions. The papers are grouped in three major tracks on algorithms, automata, complexity and games, on logic, semantics, and theory of programming, and on security and cryptography foundations. LNCS 5126 contains 56 contributions of track B and track C selected from 208 submissions and 2 invited lectures. The papers for track B are organized in topical sections on bounds, distributed computation, real-time and probabilistic systems, logic and complexity, words and trees, nonstandard models of computation, reasoning about computation, and verification. The papers of track C cover topics in security and cryptography such as theory, secure computation, two-party protocols and zero-knowledge, encryption with special properties/quantum cryptography, various types of hashing, as well as public-key cryptography and authentication.

Automata, Languages and Programming

Author : Lars Arge,Christian Cachin,Tomasz Jurdzinski
Publisher : Springer
Page : 958 pages
File Size : 42,6 Mb
Release : 2007-08-26
Category : Computers
ISBN : 9783540734208

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Automata, Languages and Programming by Lars Arge,Christian Cachin,Tomasz Jurdzinski Pdf

This volume features the refereed proceedings from the 34th International Colloquium on Automata, Languages and Programming, held in Wroclaw, Poland in July 2007. Seventy-six full papers are presented, together with four invited lectures. The papers are grouped into three major tracks covering algorithms, automata, complexity, and games; logic, semantics, and theory of programming; and security and cryptography foundations.

Principles and Practice of Constraint Programming

Author : Gilles Pesant
Publisher : Springer
Page : 747 pages
File Size : 50,8 Mb
Release : 2015-08-12
Category : Mathematics
ISBN : 9783319232195

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Principles and Practice of Constraint Programming by Gilles Pesant Pdf

This book constitutes the refereed conference proceedings of the 21st International Conference on Principles and Practice of Constraint Programming, CP 2015, held in Cork, Ireland, in August/September 2015. This edition of the conference was part of George Boole 200, a celebration of the life and work of George Boole who was born in 1815 and worked at the University College of Cork. It was also co-located with the 31st International Conference on Logic Programming (ICLP 2015). The 48 revised papers presented together with 3 invited talks and 16 abstract papers were carefully selected from numerous submissions. The scope of CP 2014 includes all aspects of computing with constraints, including theory, algorithms, environments, languages, models, systems, and applications such as decision making, resource allocation, schedulling, configuration, and planning.

Beyond the Horizon of Computability

Author : Marcella Anselmo,Gianluca Della Vedova,Florin Manea,Arno Pauly
Publisher : Springer Nature
Page : 379 pages
File Size : 45,9 Mb
Release : 2020-06-23
Category : Computers
ISBN : 9783030514662

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Beyond the Horizon of Computability by Marcella Anselmo,Gianluca Della Vedova,Florin Manea,Arno Pauly Pdf

This book constitutes the proceedings of the 16th Conference on Computability in Europe, CiE 2020, which was planned to be held in Fisciano, Italy, during June 29 until July 3, 2020. The conference moved to a virtual format due to the coronavirus pandemic. The 30 full and 5 short papers presented in this volume were carefully reviewed and selected from 72 submissions. CiE promotes the development of computability-related science, ranging over mathematics, computer science and applications in various natural and engineering sciences, such as physics and biology, as well as related fields, such as philosophy and history of computing. CiE 2020 had as its motto Beyond the Horizon of Computability, reflecting the interest of CiE in research transgressing the traditional boundaries of computability theory.

Principles and Practice of Constraint Programing-CP 2013

Author : Christian Schulte
Publisher : Springer
Page : 916 pages
File Size : 51,9 Mb
Release : 2013-09-07
Category : Mathematics
ISBN : 9783642406270

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Principles and Practice of Constraint Programing-CP 2013 by Christian Schulte Pdf

This book constitutes the refereed conference proceedings of the 18th International Conference on Principles and Practice of Constraint Programming (CP 2013), held in Uppsala, Sweden, in September 2013. The 61 revised papers presented together with 3 invited talks were carefully selected from 138 submissions. The scope of the conference is on all aspects of computing with constraints, including: theory, algorithms, environments, languages, models and systems, applications such as decision making, resource allocation, and agreement technologies.

Theory and Applications of Models of Computation

Author : Ding-Zhu Du,Donglei Du,Chenchen Wu,Dachuan Xu
Publisher : Springer Nature
Page : 427 pages
File Size : 41,7 Mb
Release : 2023-01-01
Category : Computers
ISBN : 9783031203503

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Theory and Applications of Models of Computation by Ding-Zhu Du,Donglei Du,Chenchen Wu,Dachuan Xu Pdf

This book constitutes the refereed proceedings of the 17th Annual Conference on Theory and Applications of Models of Computation, TAMC 2022, held as a virtual event, in September 2022. The 33 full papers were carefully reviewed and selected from 75 submissions. The main themes of the selected papers are computability, complexity, algorithms, information theory and their extensions to machine learning theory, and foundations of artificial intelligence.

Automata, Languages and Programming

Author : Susanne Albers,Alberto Marchetti-Spaccamela,Yossi Matias,Sotiris Nikoletseas,Wolfgang Thomas
Publisher : Springer Science & Business Media
Page : 597 pages
File Size : 51,6 Mb
Release : 2009-07-06
Category : Computers
ISBN : 9783642029301

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Automata, Languages and Programming by Susanne Albers,Alberto Marchetti-Spaccamela,Yossi Matias,Sotiris Nikoletseas,Wolfgang Thomas Pdf

ICALP 2009, the 36th edition of the International Colloquium on Automata, Languages and Programming, was held on the island of Rhodes, July 6–10, 2009. ICALP is a series of annual conferences of the European Association for Theoretical Computer Science (EATCS) which ?rst took place in 1972. This year, the ICALP program consisted of the established track A (focusing on algorithms, complexity and games) and track B (focusing on logic, automata, semantics and theory of programming), and of the recently introduced track C (in 2009 focusing on foundations of networked computation). In response to the call for papers, the Program Committee received 370 s- missions: 223 for track A, 84 for track B and 63 for track C. Out of these, 108 papers were selected for inclusion in the scienti?c program: 62 papers for track A, 24 for track B and 22 for track C. The selection was made by the Program Committees based on originality, quality, and relevance to theoretical computer science. The quality of the manuscripts was very high indeed, and many dese- ing papers could not be selected. ICALP 2009 consisted of ?ve invited lectures and the contributed papers.

Homogeneous Ordered Graphs, Metrically Homogeneous Graphs, and Beyond

Author : Gregory Cherlin
Publisher : Cambridge University Press
Page : 289 pages
File Size : 43,8 Mb
Release : 2022-07-07
Category : Mathematics
ISBN : 9781009229487

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Homogeneous Ordered Graphs, Metrically Homogeneous Graphs, and Beyond by Gregory Cherlin Pdf

The second of two volumes presenting the state of the art in the classification of homogeneous structures and related problems in the intersection of model theory and combinatorics. It extends the results of the first volume to generalizations of graphs and tournaments with additional binary relations. An appendix explores open problems.