EPSRC Reference: |
EP/E064906/1 |
Title: |
The Complexity of Counting in Constraint Satisfaction Problems |
Principal Investigator: |
Jerrum, Professor M |
Other Investigators: |
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Researcher Co-Investigators: |
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Project Partners: |
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Department: |
Sch of Mathematical Sciences |
Organisation: |
Queen Mary University of London |
Scheme: |
Standard Research |
Starts: |
01 October 2007 |
Ends: |
30 September 2010 |
Value (£): |
106,404
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EPSRC Research Topic Classifications: |
Fundamentals of Computing |
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EPSRC Industrial Sector Classifications: |
No relevance to Underpinning Sectors |
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Related Grants: |
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Panel History: |
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Summary on Grant Application Form |
Constraint Satisfaction, which originated in Artificial Intelligence, provides a general framework for modelling decision problems, and has many practical applications. Decisions are modelled by variables, which are subject to constraints, modelling logical and resource restrictions. The paradigm is sufficiently broad that many interesting problems can be modelled, from satisfiability problems to scheduling problems and graph-theory problems. Understanding the complexity of constraint satisfaction problems has become a major and active area within computational complexity. The overall goal is to classify CSPs according to complexity, giving a characterisation for which CSPs are tractable. We will focus especially on characterizing the complexity of counting in Constraint Satisfaction problems. Specifically, we will study the complexity of exactly counting CSP solutions, approximately counting CSP solutions, and sampling CSP solutions from appropriately-defined probability distributions. These important questions are closely related, and are strongly connected to questions in statistical physics.
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Key Findings |
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Potential use in non-academic contexts |
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Impacts |
Description |
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Summary |
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Date Materialised |
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Sectors submitted by the Researcher |
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Project URL: |
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Further Information: |
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Organisation Website: |
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