Unbiased Statistics of a CSP - A Controlled-Bias Generator

Details Unbiased Statistics of a CSP - A Controlled-Bias Generator Unbiased Statistics of a CSP - A Controlled-Bias Generator

2011-11-17

arxiv.org/abs/1111.4083v1

Innovations in Computing Sciences and Software Engineering, (2010) 165-170

Computer Science

Artificial Intelligence

Scientific paper

We show that estimating the complexity (mean and distribution) of the instances of a fixed size Constraint Satisfaction Problem (CSP) can be very hard. We deal with the main two aspects of the problem: defining a measure of complexity and generating random unbiased instances. For the first problem, we rely on a general framework and a measure of complexity we presented at CISSE08. For the generation problem, we restrict our analysis to the Sudoku example and we provide a solution that also explains why it is so difficult.

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