On the theory of average case complexity

Shai Ben-David*, Benny Chor, Oded Goldreich, Michel Luby

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

This paper takes the next step in developing the theory of average case complexity initiated by Leonid A. Levin. Previous works have focused on the existence of complete problems. We widen the scope to other basic questions in computational complexity. Our results include: 1. {multiset union}|the equivalence of search and decision problems in the context of average case complexity; 2. {multiset union}|an initial analysis of the structure of distributional-NP (i.e., NP problems coupled with "simple distributions") under reductions which preserve average polynomial-time; 3. {multiset union}|a proof that if all of distributional-NP is in average polynomial-time then non-deterministic exponential-time equals deterministic exponential time (i.e., a collapse in the worst case hierarchy); 4. {multiset union}|definitions and basic theorems regarding other complexity classes such as average log-space. An exposition of the basic definitions suggested by Levin and suggestions for some alternative definitions are provided as well.

Original languageEnglish
Pages (from-to)193-219
Number of pages27
JournalJournal of Computer and System Sciences
Volume44
Issue number2
DOIs
StatePublished - Apr 1992
Externally publishedYes

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