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Constraint Satisfaction Problems

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Arc Consistency

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A binary constraint is arc consistent if, for every value of one variable, there is a consistent value of the other variable. In CSP, enforcing arc consistency can reduce the search space.

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Domains in CSP

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The domain in CSP refers to the complete set of possible values that variables can assume.

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Definition of Constraint Satisfaction Problem (CSP)

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A CSP involves finding a solution that satisfies a set of constraints over variables, where each variable has a specific domain of values it can take.

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Backtracking Algorithm

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Backtracking is a brute-force search algorithm for solving CSPs that incrementally builds candidates to the solutions, and abandons a candidate ('backtracks') as soon as it determines that the candidate cannot possibly be completed to a valid solution.

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CSP in Scheduling Problems

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In scheduling problems, CSP can be used to assign times and resources to tasks such that no two tasks overlap in time and resources are not over-allocated.

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Constraint Propagation

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Constraint propagation is the process of determining how the constraints affect the possible values of a variable, often leading to domains being reduced.

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Local Search Algorithms

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Local search algorithms for CSPs start with an incomplete or incorrect solution and iteratively make changes that move towards a solution with fewer constraint violations.

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Heuristics in CSP

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Heuristics are strategies or methods applied to CSPs to decide the order of variable selection and value assignments in order to find a solution more efficiently.

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Global Constraints

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Global constraints involve a large number of variables and often capture common patterns of constraints, such as 'all-different', which states that all variables must take on different values.

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Types of Constraints in CSP

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Constraints in CSP can be unary (affecting a single variable), binary (involving two variables), or global (affecting multiple variables).

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