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Constructing Small Sample Spaces Satisfying Given  (Make Corrections)  
Constraints Daphne Koller e-mail: Nimrod Megiddo y...



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Abstract: Abstract. The subject of this paper is finding small sample spaces for joint distributions of n discrete random variables. Such distributions are often only required to obey a certain limited set of constraints of the form Pr(E)=. We show that the problem of deciding whether there exists any distribution satisfying a given set of constraints is NP-hard. However, if the constraints are consistent, then there exists a distribution satisfying them which is supported by a "small" sample space... (Update)

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BibTeX entry:   (Update)

@inproceedings{ koller93constructing,
    author = "Daphne Koller and Nimrod Megiddo",
    title = "Constructing small sample spaces satisfying given constraints",
    pages = "268--277",
    year = "1993",
    url = "citeseer.ist.psu.edu/645224.html" }
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