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Constraint Satisfaction Problems (CSPs)

Constraint Satisfaction Problems (CSPs) Chris Amato Northeastern University Some images and slides are used from: Rob Platt, CS188 UC Berkeley, AIMA Assumptions about the world: a single agent, deterministic actions, fully observed state, discrete state space Planning: sequences of actions The path to the goal is the important thing Paths have various costs, depths Heuristics give problem -specific guidance Identification: assignments to variables The goal itself is important, not the path All paths at the same depth (for some formulations) CSPs are specialized for identification Problems What is search for? What is a CSP? The space of all search Problems states and actions are atomic goals are arbitrary sets of states CSPs All search Problems The space of all CSPs states are defined in terms of variables goals are defined in terms of constraints A CSP is defined by: 1.

CS188 UC Berkeley, AIMA . Assumptions about the world: a single agent, deterministic actions, fully observed state, discrete state space Planning: sequences of actions The path to the goal is the important thing Paths have various costs, depths Heuristics give problem-specific guidance

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