Limits of CSP Problems and Efficient Parameter Testing (Revised Version)
نویسندگان
چکیده
We present a unified framework on the limits of constraint satisfaction problems (CSPs) and efficient parameter testing which depends only on array exchangeability and the method of cut decomposition without recourse to the weakly regular partitions. In particular, we formulate and prove a representation theorem for compact colored r-uniform directed hypergraph (r-graph) limits, and apply this to rCSP limits. We investigate the sample complexity of testable r-graph parameters, we discuss the generalized ground state energies and demonstrate that they are efficiently testable.
منابع مشابه
Limits of CSP Problems and Efficient Parameter Testing
We present a unified framework on the limits of constraint satisfaction problems (CSPs) and efficient parameter testing which depends only on array exchangeability and the method of cut decomposition without recourse to the weakly regular partitions. In particular, we formulate and prove a representation theorem for compact colored r-uniform directed hypergraph (r-graph) limits, and apply this ...
متن کاملParameter Synthesis for Hierarchical Concurrent Real-Time Systems (Full Version)
Modeling and verifying complex real-time systems, involving timing delays, are notoriously difficult problems. Checking the correctness of a system for one particular value for each delay does not give any information for other values. It is hence interesting to reason parametrically, by considering that the delays are parameters (unknown constants) and synthesize a constraint guaranteeing a co...
متن کاملUtilizing Structured Representations and CSP's in Conformant Probabilistic Planning
A CSP based algorithm for the conformant probabilistic planning problem (CPP) has been presented by Hyafil & Bacchus. Although their algorithm displayed some interesting potential when compared with traditional POMDP algorithms, it was developed using a “flat” representation. In this work we revisit this algorithm and develop a version that utilizes a structured representation. The structured r...
متن کاملModeling agents with the CSP formalism: an approach for optimization of distributed problems
Multi-Agent Systems (MAS) are an efficient approach to deal with distributed complex problems. However, they are slightly suited to optimization ones. In order to tackle this problem we present a model to specify Multi-Agent Systems with the Constraint Satisfaction Problem (CSP) formalism. It allows to take advantages from CSP solving algorithms and to deal with optimization problems. For this ...
متن کاملA New Method for Solving Constraint Satisfaction Problems
Many important problems in Artificial Intelligence can be defined as Constraint Satisfaction Problems (CSP). These types of problems are defined by a limited set of variables, each having a limited domain and a number of Constraints on the values of those variables (these problems are also called Consistent Labeling Problems (CLP), in which “Labeling" means assigning a value to a variable.) Sol...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2016