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Worst-Case Running Times for Average-Case Algorithms

Title
Worst-Case Running Times for Average-Case Algorithms
Type
Article in International Conference Proceedings Book
Year
2009
Authors
fortnow, l
(Author)
Other
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Conference proceedings International
Pages: 298-+
24th Annual IEEE Conference on Computational Complexity
Paris, FRANCE, JUL 15-18, 2009
Other information
Authenticus ID: P-003-RRV
Abstract (EN): Under a standard hardness assumption we exactly characterize the worst-case running time of languages that are in average polynomial-time over all polynomial-time samplable distributions. More precisely we show that if exponential time is not infinitely often in subexponential space, then the following are equivalent for any algorithm A: For all P-samplable distributions mu, A runs in time polynomial on mu-average. For all polynomial p, the running time for A is bounded by 2(O(Kp(x)-K(x)+log(|x|))) for all inputs x. where K(x) is the Kolmogorov complexity (size of smallest program generating x) and K-p(x) is the size of the smallest program generating x within time p(|x|). To prove this result we show that, under the hardness assumption, the polynomial-time Kolmogorov distribution, m(p)(x) = 2(-Kp(x)), is universal among the P-samplable distributions.
Language: English
Type (Professor's evaluation): Scientific
Contact: lfa@dcc.fc.up.pt; fortnow@eecs.northwestern.edu
No. of pages: 3
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