Csps - PowerPoint PPT Presentation


Introduction to Constraint Satisfaction Problems

A Constraint Satisfaction Problem (CSP) involves assigning values to a set of variables while satisfying specific constraints. This problem-solving paradigm is utilized in constraint programming, logic programming, and CSP algorithms. Through methods like backtracking and constraint propagation, CSP

9 views • 78 slides


Recent Applications of Quasi-Poly Time Hardness in Densest k-Subgraph

Recent applications of the Birthday Repetition technique have demonstrated the quasi-polynomial time hardness in various computational problems, including AM with k provers, Dense CSPs, Free games, and Nash equilibria. These applications also explore the potential implications in signaling theory an

0 views • 18 slides



Understanding Constraint Satisfaction in Artificial Intelligence

Explore the concept of constraint satisfaction in artificial intelligence, covering topics such as CSPs, finite vs. infinite domains, solving CSPs using search, high-order constraints, constraint optimization, and more. Learn about techniques, examples, and challenges in applying constraints to prob

1 views • 65 slides


Understanding Constraint Satisfaction Problems in CS440/ECE448

Exploring Constraint Satisfaction Problems (CSPs) in lecture slides by Svetlana Lazebnik and Mark Hasegawa-Johnson, this content introduces CSP definition, search methods, examples like Map Coloring, and their solutions. It delves into how CSPs provide structured representations for states, outlinin

0 views • 71 slides


Understanding Constraint Satisfaction Problems in AI

Exploring Constraint Satisfaction Problems (CSPs) in AI involves topics like CSP definition, arc consistency, backtracking search, problem decomposition, local search, and more. A CSP is defined by variables and domains with a goal test formed by constraints. This field offers powerful algorithms wi

0 views • 66 slides


Relationship Between Constraints and Possible Solutions in CSPs

The relationship between the number of constraints and possible solutions in Constraint Satisfaction Problems (CSPs) is crucial. As the number of constraints increases, the number of possible solutions typically decreases. This phenomenon highlights the impact of constraints on the feasible solution

0 views • 43 slides