DecreaseKeys are Expensive for External Memory Priority Queues
Abstract
One of the biggest open problems in external memory data structures is the priority queue problem with DecreaseKey operations. If only Insert and ExtractMin operations need to be supported, one can design a comparison-based priority queue performing I/Os over a sequence of operations, where is the disk block size in number of words and is the main memory size in number of words. This matches the lower bound for comparison-based sorting and is hence optimal for comparison-based priority queues. However, if we also need to support DecreaseKeys, the performance of the best known priority queue is only I/Os. The big open question is whether a degradation in performance really is necessary. We answer this question affirmatively by proving a lower bound of I/Os for processing a sequence of intermixed Insert, ExtraxtMin and DecreaseKey operations. Our lower bound is proved in the cell probe model and thus holds also for non-comparison-based priority queues.
Cite
@article{arxiv.1611.00911,
title = {DecreaseKeys are Expensive for External Memory Priority Queues},
author = {Kasper Eenberg and Kasper Green Larsen and Huacheng Yu},
journal= {arXiv preprint arXiv:1611.00911},
year = {2016}
}