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Revision #1 to TR06-122 | 4th January 2007 00:00

All Natural NPC Problems Have Average-Case Complete Versions

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Revision #1
Authors: Noam Livne
Accepted on: 4th January 2007 00:00
Downloads: 128
Keywords: 


Abstract:
In 1984 Levin put forward a suggestion for a theory of *average case complexity*. In this theory a problem, called a *distributional problem*, is defined as a pair consisting of a decision problem and a probability distribution over the instances. Introducing adequate notions of "efficiency-on-average", simple distributions and efficiency-on-average preserving reductions, Levin developed a theory analogous to the theory of NP-completeness. In particular, he showed that there exists a simple distributional problem that is complete under these reductions. But since then very few distributional problems were shown to be complete in this sense. In this paper we show a simple sufficient condition for an NP-complete decision problem to have a distributional version that is complete under these reductions (and thus to be "hard on the average" with respect to some simple probability distribution). Apparently all known NP-complete decision problems meet this condition.

Paper:

TR06-122 | 20th September 2006 00:00

All Natural NPC Problems Have Average-Case Complete Versions





TR06-122
Authors: Noam Livne
Publication: 20th September 2006 16:02
Downloads: 136
Keywords: 


Abstract:
In 1984 Levin put forward a suggestion for a theory of {\em average case complexity}. In this theory a problem, called a {\em distributional problem}, is defined as a pair consisting of a decision problem and a probability distribution over the instances. Introducing adequate notions of simple distributions and average case preserving reductions, Levin developed a theory analogous to the theory of NP-completeness. In particular, he showed that there exists a simple distributional problem that is complete under these reductions. But since then very few distributional problems were shown to be complete in this sense. In this paper we show a very simple sufficient condition for an NP-complete decision problem to have a distributional version that is complete under these reductions. Apparently all known NP-complete decision problems meet this condition.


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