Resource Augmentation

July 26, 2020 Β· Declared Dead Β· πŸ› Beyond the Worst-Case Analysis of Algorithms

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Authors Tim Roughgarden arXiv ID 2007.13234 Category cs.DS: Data Structures & Algorithms Citations 7 Venue Beyond the Worst-Case Analysis of Algorithms Last Checked 4 months ago
Abstract
This chapter introduces resource augmentation, in which the performance of an algorithm is compared to the best-possible solution that is handicapped by less resources. We consider three case studies: online paging, with cache size as the resource; selfish routing, with capacity as the resource; and scheduling, with processor speed as the resource. Resource augmentation bounds also imply "loosely competitive" bounds, which show that an algorithm's performance is near-optimal for most resource levels.
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