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Set of objects whose state must satisfy limits
Constraint satisfaction problems (CSPs) are mathematical questions defined as a set of objects whose state must satisfy a number of constraints or limitations
Constraint satisfaction problem
Constraint_satisfaction_problem
Process in artificial intelligence and operations research
intelligence and operations research, constraint satisfaction is the process of finding a solution through a set of constraints that impose conditions that the
Constraint_satisfaction
The complexity of constraint satisfaction is the application of computational complexity theory to constraint satisfaction. It has mainly been studied
Complexity of constraint satisfaction
Complexity_of_constraint_satisfaction
In constraint satisfaction, a decomposition method translates a constraint satisfaction problem into another constraint satisfaction problem that is binary
Decomposition method (constraint satisfaction)
Decomposition_method_(constraint_satisfaction)
Computer programming paradigm
the values these variables can take simultaneously. Definition—A constraint satisfaction problem on finite domains (or CSP) is defined by a triplet ( X
Constraint_programming
and operations research, hierarchical constraint satisfaction (HCS) is a method of handling constraint satisfaction problems where the variables have large
Hierarchical constraint satisfaction
Hierarchical_constraint_satisfaction
Algorithmic paradigm for constraint satisfaction or enumeration problems
for finding solutions to some computational problems, notably constraint satisfaction or enumeration problems, that incrementally builds candidates to
Backtracking
Constraint Satisfaction Problem (WCSP), also known as Valued Constraint Satisfaction Problem (VCSP), is a generalization of a constraint satisfaction
Weighted constraint satisfaction problem
Weighted_constraint_satisfaction_problem
Condition of an optimization problem which the solution must satisfy
the modeling of constraint satisfaction problems, to extend the expressivity of constraint languages, and also to improve the constraint resolution: indeed
Constraint_(mathematics)
a constraint satisfaction problem expressing each constraint of the original problem as a variable. Dual problems only contain binary constraints, and
Constraint satisfaction dual problem
Constraint_satisfaction_dual_problem
Structure-preserving correspondence between node-link graphs
graph colorings and allow the expression of an important class of constraint satisfaction problems, such as certain scheduling or frequency assignment problems
Graph_homomorphism
In behavioral psychology, parallel constraint satisfaction processes (PCSP) is a model of human behavior that integrates connectionism, neural networks
Parallel constraint satisfaction processes
Parallel_constraint_satisfaction_processes
Logic programming with constraint satisfaction
include concepts from constraint satisfaction. A constraint logic program is a logic program that contains constraints in the body of clauses. An example
Constraint_logic_programming
Topics referred to by the same term
in literature Constraint algorithm, such as SHAKE, or LINCS Constraint programming Constraint logic programming Constraint satisfaction, in computer science
Constraint
Theory of algebraic structures in general
groupoids. Universal algebra provides a natural language for the constraint satisfaction problem (CSP). CSP refers to an important class of computational
Universal_algebra
Algorithms in constraint satisfaction
In constraint satisfaction, the AC-3 algorithm (short for Arc Consistency Algorithm #3) is one of a series of algorithms used for the solution of constraint
AC-3_algorithm
intelligence and operations research for constraint satisfaction a hybrid algorithm solves a constraint satisfaction problem by the combination of two different
Hybrid algorithm (constraint satisfaction)
Hybrid_algorithm_(constraint_satisfaction)
In constraint satisfaction research in artificial intelligence and operations research, constraint graphs and hypergraphs are used to represent relations
Constraint_graph
of constraints over the variables is minimized. Distributed Constraint Satisfaction is a framework for describing a problem in terms of constraints that
Distributed constraint optimization
Distributed_constraint_optimization
Logic puzzle
benchmark in the evaluation of computer algorithms for solving constraint satisfaction problems. More recently, it has been used as a benchmark for logical
Zebra_Puzzle
Books about algorithms by Donald Knuth
and the volume was published in September 2022. Fascicle 7 ("Constraint Satisfaction"), planned for Volume 4C, was the subject of Knuth's talk on August
The Art of Computer Programming
The_Art_of_Computer_Programming
In constraint satisfaction, local consistency conditions are properties of constraint satisfaction problems related to the consistency of subsets of variables
Local_consistency
In constraint satisfaction, local search is an incomplete method for finding a solution to a problem. It is based on iteratively improving an assignment
Local search (constraint satisfaction)
Local_search_(constraint_satisfaction)
Initial set of valid possible values
boundaries are formed by hyperplanes and whose corners are vertices. Constraint satisfaction is the process of finding a point in the feasible region. A convex
Feasible_region
Node-weighted undirected graph associated with a given combinatorial optimization problem
weighted constraint satisfaction problem. Developed and introduced by Satish Kumar Thittamaranahalli (T. K. Satish Kumar), the idea of the constraint composite
Constraint_composite_graph
Constraint programming setting
Geometric constraint solving is constraint satisfaction in a computational geometry setting, which has primary applications in computer aided design.
Geometric_constraint_solving
Optimizing objective functions that have constrained variables
problem (COP) is a significant generalization of the classic constraint-satisfaction problem (CSP) model. COP is a CSP that includes an objective function
Constrained_optimization
High-level computer programming conceptualization
(or constraint networks), directing allowable solutions (uses constraint satisfaction or simplex algorithm) Dataflow programming – forced recalculation
Programming_paradigm
org/10.1016/j.jksus.2022.101923) Constraint satisfaction AC-3 algorithm general algorithms for the constraint satisfaction Chaff algorithm: an algorithm
List_of_algorithms
Problem of determining if a Boolean formula could be made true
generalizations include satisfiability for first- and second-order logic, constraint satisfaction problems, 0-1 integer programming. While SAT is a decision problem
Boolean satisfiability problem
Boolean_satisfiability_problem
Mental phenomenon of holding contradictory beliefs
might influence a person's attitudes and behavior, are: Parallel constraint satisfaction processes The meta-cognitive model (MCM) of attitudes Adaptive
Cognitive_dissonance
Type of knowledge base
Knowledge Interchange Format Web Ontology Language Constraint satisfaction Constraint programming Constraint logic programming Local consistency SMT solvers
Knowledge_graph
Method of mathematical optimization
{\displaystyle \mathrm {CV} (x)} represents either a constraint violation (an L1 penalty) or the square of a constraint violation (an L2 penalty). This method, however
Differential_evolution
Software for a class of mathematical problems
problems, including SAT solvers Quantified boolean formula solvers Constraint satisfaction problems Shortest path problems Minimum spanning tree problems
Solver
In computer science, the Sharp Satisfiability Problem (sometimes called Sharp-SAT, #SAT or model counting) is the problem of counting the number of interpretations
♯SAT
Search algorithm or heuristic method to solve constraint satisfaction problems
min-conflicts algorithm is a search algorithm or heuristic method to solve constraint satisfaction problems. One such algorithm is min-conflicts hill-climbing. Given
Min-conflicts_algorithm
Austrian computer scientist
science, and more specifically on propositional satisfiability, constraint satisfaction problems, and parameterised complexity. He is a full professor
Stefan_Szeider
Partition into subsets from a given family
. The exact cover problem to find an exact cover is a kind of constraint satisfaction problem. The elements of S {\displaystyle {\mathcal {S}}} represent
Exact_cover
constraint satisfaction backtracking algorithms, constraint learning is a technique for improving efficiency. It works by recording new constraints whenever
Constraint_learning
Computer science award
ISSN 0004-5411. Bulatov, Andrei A. (2013). "The complexity of the counting constraint satisfaction problem". Journal of the ACM. 60 (5). Association for Computing
Gödel_Prize
Technique to solve constraint satisfaction problems
solve constraint satisfaction problems (CSP). A CSP is a mathematical problem in which objects, represented by variables, are subject to constraints on the
Interchangeability_algorithm
Algorithms to complete a sudoku
constraint satisfaction problem. In his paper Sudoku as a Constraint Problem, Helmut Simonis describes many reasoning algorithms based on constraints
Sudoku_solving_algorithms
AI that generates content
systems used symbolic AI methods such as state space search and constraint satisfaction and were a "relatively mature" technology by the early 1990s. They
Generative_AI
Sequence of operations for a task
to a linear function bound by linear equality and inequality constraints, the constraints can be used directly to produce optimal solutions. There are
Algorithm
Quantum search algorithm
of worst-case complexity, for 3SAT is one such example. Generic constraint satisfaction problems also see quadratic speedups with Grover. These algorithms
Grover's_algorithm
Unsolved problem in computational complexity theory
for which such an inapproximability result would hold include constraint satisfaction problems, which crop up in a wide variety of disciplines. According
Unique_games_conjecture
Type of software system
and algorithms. Constraint solvers solve constraint satisfaction problems (CSPs). They support constraint programming. A constraint is a which must be
Reasoning_system
Logic problem, AND of pairwise ORs
which can involve constraints on more than two variables, and of constraint satisfaction problems, which can allow more than two choices for the value of
2-satisfiability
Type of logic puzzle
patterns, the same kinds as appear in Sudoku (see Pattern-Based Constraint Satisfaction and Logic Puzzles). Mathematically, Kakuro puzzles can be represented
Kakuro
processes rather than (or in addition to) solving constraint satisfaction problems. Goals in constraint logic programming are evaluated concurrently; a
Concurrent constraint logic programming
Concurrent_constraint_logic_programming
Computer system emulating human expert
a registered trade mark of CESI. AI winter CLIPS Constraint logic programming Constraint satisfaction Knowledge engineering Learning classifier system
Expert_system
and extended GENET, a neural network architecture for solving Constraint Satisfaction Problems, which was developed by Chang Wang, Edward Tsang and Andrew
Guided_local_search
(or constraint networks), directing allowable solutions (uses constraint satisfaction or simplex algorithm) Dataflow programming – forced recalculation
Comparison of multi-paradigm programming languages
Comparison_of_multi-paradigm_programming_languages
Formulation of classical mechanics using momenta
Automated theorem proving Coding theory Computational geometry Constraint satisfaction Constraint programming Computational logic Cryptography Computational
Hamiltonian_mechanics
Any algorithm which solves the search problem
as large as possible. The nurse scheduling problem Problems in constraint satisfaction, such as: The map coloring problem Filling in a sudoku or crossword
Search_algorithm
Table for coordinating educational schedules at an institution
timetabling is a more computationally intensive task (see the constraint satisfaction problem). The task of constructing a high school timetable may
School_timetable
Form of automated planning and scheduling
preference, pref1. In the area of constraint satisfaction problems, flexible variants exist that deal with soft constraints in a similar way to preferences
Preference-based_planning
Branch of applied probability theory
statistics Causal decision theory Choice modelling Choice theory Constraint satisfaction Daniel Kahneman Decision making Decision quality Emotional choice
Decision_theory
Book by Stuart J. Russell and Peter Norvig
probabilistic reasoning to advanced topics such as multi-agent systems, constraint satisfaction problems, optimization problems, artificial neural networks, deep
Artificial Intelligence: A Modern Approach
Artificial_Intelligence:_A_Modern_Approach
Topics referred to by the same term
may specifically refer to: Decomposition method (constraint satisfaction) in constraint satisfaction Decomposition method (multidisciplinary design optimization)
Decomposition_method
Information repository with multiple applications
Knowledge Interchange Format Web Ontology Language Constraint satisfaction Constraint programming Constraint logic programming Local consistency SMT solvers
Knowledge_base
Canadian philosopher (born 1950)
decision-making, and planning—can be modeled as coherence-based constraint satisfaction processes rather than as purely deductive or probabilistic reasoning
Paul_Thagard
Quantum Merlin Arthur
computation. k-local Hamiltonians problems are analogous to classical Constraint Satisfaction Problems. The following table illustrates the analogous gadgets
QMA
and to choose the order of values to assign to it. In a general constraint satisfaction problem, every variable can take a value in a domain. A backtracking
Look-ahead_(backtracking)
Chinese-American computer scientist
was titled Reinforcement Planning for Resource Allocation and Constraint Satisfaction. He developed a mathematical model that can reveal fake advertising
Bing_Liu_(computer_scientist)
American computer scientist (1943–2012)
contributions in several areas of artificial intelligence, including constraint satisfaction, case-based reasoning and the application of massively parallel
David_Waltz
Method of forming inferences
Knowledge Interchange Format Web Ontology Language Constraint satisfaction Constraint programming Constraint logic programming Local consistency SMT solvers
Backward_chaining
AI customization approach
knowledge from problem solving knowledge—examples thereof are the constraint satisfaction problem, the Boolean satisfiability problem, and different answer
Knowledge-based_configuration
complexity theory and condensed matter physics. It mostly studies constraint satisfaction problems related to ground states of local Hamiltonians; that is
Hamiltonian_complexity
Knowledge base to enhance search results
Knowledge Interchange Format Web Ontology Language Constraint satisfaction Constraint programming Constraint logic programming Local consistency SMT solvers
Knowledge_Graph_(Google)
Subfield of computer science and logic
part of the uncertainty field is that of argumentation, where further constraints of minimality and consistency are applied on top of the more standard
Automated_reasoning
In constraint satisfaction, constraint inference is a relationship between constraints and their consequences. A set of constraints D {\displaystyle D}
Constraint_inference
Mapping of a graph into a tree
play an important role in problems like probabilistic inference, constraint satisfaction, query optimization, and matrix decomposition. The concept of tree
Tree_decomposition
Austrian computer scientist
decompositions, a framework for obtaining tractable structural classes of constraint satisfaction problems, and a generalisation of the notion of tree decomposition
Georg_Gottlob
Component of artificial intelligence systems
Knowledge Interchange Format Web Ontology Language Constraint satisfaction Constraint programming Constraint logic programming Local consistency SMT solvers
Inference_engine
Examining complex systems as a whole
study, as in feedback control systems, in stability theory, in constraint satisfaction problems, the unification algorithm, type inference, and so forth
Systems_thinking
Computational complexity class
relational structures checking the existence of solutions of acyclic constraint satisfaction problems LOGCFL is the set of decision problems solvable by nondeterministic
LOGCFL
such as abstract interpretation and model checking combined with constraint satisfaction techniques to detect or prove the absence of certain run time errors
List of tools for static code analysis
List_of_tools_for_static_code_analysis
French computer scientist
decision making under uncertainty, modeled as constraint satisfaction and flexible or fuzzy constraint satisfaction problems, and applied to problems in operations
Hélène_Fargier
South Korean computer scientist
specializing in parameterized complexity, parameterized algorithms for constraint satisfaction problems, and width parameters in graphs and matroids. She is an
Eun Jung Kim (computer scientist)
Eun_Jung_Kim_(computer_scientist)
Artificial intelligence project
Knowledge Interchange Format Web Ontology Language Constraint satisfaction Constraint programming Constraint logic programming Local consistency SMT solvers
Open_Mind_Common_Sense
Czech physics researcher
applies methods from statistical physics to machine learning and constraint satisfaction problems. She is a professor of physics and computer science and
Lenka_Zdeborová
Formulation of classical mechanics
minimum, or saddle point) throughout the time evolution of the system. This constraint allows the calculation of the equations of motion of the system using
Lagrangian_mechanics
Field of artificial intelligence
described as classes, subclasses, slots (data values) with various constraints on possible values. Rules were good for representing and utilizing complex
Knowledge representation and reasoning
Knowledge_representation_and_reasoning
Study of abstract machines and automata
Automated theorem proving Coding theory Computational geometry Constraint satisfaction Constraint programming Computational logic Cryptography Computational
Automata_theory
Computer program for the Boolean satisfiability problem
Schöning, Uwe (Oct 1999). "A probabilistic algorithm for k-SAT and constraint satisfaction problems" (PDF). 40th Annual Symposium on Foundations of Computer
SAT_solver
Controlled language
Knowledge Interchange Format Web Ontology Language Constraint satisfaction Constraint programming Constraint logic programming Local consistency SMT solvers
Attempto_Controlled_English
Harmonic functions as solutions to Laplace's equation
Automated theorem proving Coding theory Computational geometry Constraint satisfaction Constraint programming Computational logic Cryptography Computational
Potential_theory
Mathematical concept
subject to a constraint based on how much income is available to spend on those goods and on the prices of those goods. This constraint allows more of
Multi-objective_optimization
Academic journal
Constraints is a quarterly peer-reviewed, scientific journal, focused on constraint programming, constraint satisfaction and optimization. It is published
Constraints_(journal)
Area of mathematics
Automated theorem proving Coding theory Computational geometry Constraint satisfaction Constraint programming Computational logic Cryptography Computational
Computational_mathematics
Curated list of video or audio files
Pachet and Pierre Roy. Constraint satisfaction techniques were developed to create playlists that satisfy arbitrary "sequence constraints", such as continuity
Playlist
Method for problem solving in optimization
is an assignment of nurses to shifts which satisfies all established constraints The k-medoid clustering problem and other related facility location problems
Local_search_(optimization)
Branch of mathematics
Neumaier, Complete Search in Continuous Global Optimization and Constraint Satisfaction, pp. 271–369 in: Acta Numerica 2004 (A. Iserles, ed.), Cambridge
Global_optimization
Logic-based number-placement puzzle
nonessentially equivalent minimal puzzles exist. 36 Cube Blendoku Constraint satisfaction problem Cracking the Cryptic Futoshiki Glossary of Sudoku Hashiwokakero
Sudoku
Knowledge Interchange Format Web Ontology Language Constraint satisfaction Constraint programming Constraint logic programming Local consistency SMT solvers
Multi-agent_planning
Overview of and topical guide to algorithms
Broyden–Fletcher–Goldfarb–Shanno algorithm Lagrange multiplier Constraint satisfaction problem Local search (optimization) Hill climbing Tabu search Genetic
Outline_of_algorithms
intervals. Interval propagation considers an estimation problem as a constraint satisfaction problem. A contractor associated to an equation involving the variables
Interval_propagation
Calculus on stochastic processes
Automated theorem proving Coding theory Computational geometry Constraint satisfaction Constraint programming Computational logic Cryptography Computational
Stochastic_calculus
In backtracking algorithms, technique that reduces search space
further branching. In constraint satisfaction, a partial evaluation is consistent if and only if it satisfies all constraints involving the assigned
Backjumping
CONSTRAINT SATISFACTION
CONSTRAINT SATISFACTION
Girl/Female
Tamil
Constant
Boy/Male
Latin English
Constant.
Girl/Female
Australian, Swedish
Discipline; Constraint
Surname or Lastname
French and English
French and English : from a medieval personal name (Latin Constans, genitive Constantis, meaning ‘steadfast’, ‘faithful’, present participle of the verb constare ‘stand fast’, ‘be consistent’). This was borne by an 8th-century Irish martyr. This surname has also absorbed some cases of surnames based on Constantius, a derivative of Constans, borne by a 2nd-century martyr, bishop of Perugia. Compare Constantine.English : perhaps also a nickname from Old French constant ‘steadfast’, ‘faithful’.
Boy/Male
Welsh
Constant.
Boy/Male
English Latin
Steady; stable.
Girl/Female
Spanish Italian
Constant.
Girl/Female
Latin
Constant.
Girl/Female
Irish
Constant.
Boy/Male
Latin
Constant.
Girl/Female
Latin
Constant.
Girl/Female
Irish
Constant.
Girl/Female
Italian
Constant.
Boy/Male
Latin Greek
Constant.
Boy/Male
Latin Spanish English
Constant.
Boy/Male
Tamil
Constant
Boy/Male
Indian
Constant
Boy/Male
Tamil
Nityagopal | நிதà¯à®¯à®•à¯‹à®ªà®¾à®²Â
Constant
Nityagopal | நிதà¯à®¯à®•à¯‹à®ªà®¾à®²Â
Girl/Female
Indian
Constant
Boy/Male
Russian
Constant.
CONSTRAINT SATISFACTION
CONSTRAINT SATISFACTION
Boy/Male
Indian, Punjabi, Sikh
Lord
Boy/Male
Tamil
Kuga Priyan | கà¯à®•à®¾à®ªà¯à®°à®¿à®¯à®¾à®¨Â
Loving for Lord Murugan
Boy/Male
Arabic, Muslim
Powerful
Boy/Male
Muslim
Small. Minor. Submissive. Yielding.
Surname or Lastname
English
English : variant of Melville.German : from any of various places so called.
Girl/Female
Hindu
The one who prevents
Girl/Female
Tamil
Required victory, Superior
Girl/Female
Indian
Earth
Girl/Female
Indian
Dazzling, Brilliant, Noble lady
Boy/Male
Hindu, Indian, Tamil
Singer; Messenger; Lover
CONSTRAINT SATISFACTION
CONSTRAINT SATISFACTION
CONSTRAINT SATISFACTION
CONSTRAINT SATISFACTION
CONSTRAINT SATISFACTION
n.
Hardship; constraint; pressure; imprisonment; restraint of liberty.
n.
One who constrains.
p. pr. & vb. n.
of Constrain
v. t.
To produce in such a manner as to give an unnatural effect; as, a constrained voice.
n.
The state of being constrained, bound, or obliged; that which constrains or obliges; obligation; bond.
n.
The act of constraining, or the state of being constrained; that which compels to, or restrains from, action; compulsion; restraint; necessity.
adv.
By constraint or compulsion; in a constrained manner.
v. t.
To secure by bonds; to chain; to bond or confine; to hold tightly; to constringe.
a.
Exemption from constraint or oppression; freedom; liberty.
v. t.
To bring into a narrow compass; to compress.
a.
Marked by constraint; not free; not voluntary; embarrassed; as, a constrained manner; a constrained tone.
a.
Capable of being constrained; liable to constraint, or to restraint.
p. pr. & vb. n.
of Constrict
v. t.
To violate; to ravish.
v. t.
To hold back by force; to restrain; to repress.
imp. & p. p.
of Constrain
n.
That which enforces, constraints, gives force, authority, or effect to; constraint; force applied.
v. t.
To compel; to force; to necessitate; to oblige.
n.
Freedom from constraint; ease.
imp. & p. p.
of Constrict