Randomised Enumeration of Small Witnesses Using a Decision Oracle

Many combinatorial problems involve determining whether a universe of n elements contains a witness consisting of k elements which have some specified property. In this paper we investigate the relationship between the decision and enumeration versions of such problems: efficient methods are known f...

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Published inAlgorithmica Vol. 81; no. 2; pp. 519 - 540
Main Author Meeks, Kitty
Format Journal Article
LanguageEnglish
Published New York Springer US 15.02.2019
Springer Nature B.V
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Online AccessGet full text
ISSN0178-4617
1432-0541
1432-0541
DOI10.1007/s00453-018-0404-y

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Abstract Many combinatorial problems involve determining whether a universe of n elements contains a witness consisting of k elements which have some specified property. In this paper we investigate the relationship between the decision and enumeration versions of such problems: efficient methods are known for transforming a decision algorithm into a search procedure that finds a single witness, but even finding a second witness is not so straightforward in general. We show that, if the decision version of the problem can be solved in time f ( k ) · p o l y ( n ) , there is a randomised algorithm which enumerates all witnesses in time e k + o ( k ) · f ( k ) · p o l y ( n ) · N , where N is the total number of witnesses. If the decision version of the problem is solved by a randomised algorithm which may return false negatives, then the same method allows us to output a list of witnesses in which any given witness will be included with high probability. The enumeration algorithm also gives rise to an efficient algorithm to count the total number of witnesses when this number is small.
AbstractList Many combinatorial problems involve determining whether a universe of n elements contains a witness consisting of k elements which have some specified property. In this paper we investigate the relationship between the decision and enumeration versions of such problems: efficient methods are known for transforming a decision algorithm into a search procedure that finds a single witness, but even finding a second witness is not so straightforward in general. We show that, if the decision version of the problem can be solved in time f ( k ) · p o l y ( n ) , there is a randomised algorithm which enumerates all witnesses in time e k + o ( k ) · f ( k ) · p o l y ( n ) · N , where N is the total number of witnesses. If the decision version of the problem is solved by a randomised algorithm which may return false negatives, then the same method allows us to output a list of witnesses in which any given witness will be included with high probability. The enumeration algorithm also gives rise to an efficient algorithm to count the total number of witnesses when this number is small.
Many combinatorial problems involve determining whether a universe of n elements contains a witness consisting of k elements which have some specified property. In this paper we investigate the relationship between the decision and enumeration versions of such problems: efficient methods are known for transforming a decision algorithm into a search procedure that finds a single witness, but even finding a second witness is not so straightforward in general. We show that, if the decision version of the problem can be solved in time f(k)·poly(n), there is a randomised algorithm which enumerates all witnesses in time ek+o(k)·f(k)·poly(n)·N, where N is the total number of witnesses. If the decision version of the problem is solved by a randomised algorithm which may return false negatives, then the same method allows us to output a list of witnesses in which any given witness will be included with high probability. The enumeration algorithm also gives rise to an efficient algorithm to count the total number of witnesses when this number is small.
Author Meeks, Kitty
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  organization: School of Computing Science, University of Glasgow
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Issue 2
Keywords Enumeration algorithms
Randomized algorithms
Parameterized complexity
Approximate enumeration
Color coding
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Snippet Many combinatorial problems involve determining whether a universe of n elements contains a witness consisting of k elements which have some specified...
Many combinatorial problems involve determining whether a universe of n elements contains a witness consisting of k elements which have some specified...
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SubjectTerms Algorithm Analysis and Problem Complexity
Algorithms
Combinatorial analysis
Computer Science
Computer Systems Organization and Communication Networks
Data Structures and Information Theory
Enumeration
Mathematics of Computing
Randomization
Theory of Computation
Universe
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