Bitvectors with runs and the successor/predecessor problem

preprint2020arXivOpen access

Abstract

The successor and predecessor problem consists of obtaining the closest value in a set of integers, greater/smaller than a given value. This problem has interesting applications, like the intersection of inverted lists. It can be easily modeled by using a bitvector of size nn and its operations rank and select. However, there is a practical approach, which keeps the best theoretical bounds, and allows to solve successor and predecessor more efficiently. Based on that technique, we designed a novel compact data structure for bitvectors with kk runs that achieves access, rank, and successor/predecessor in O(1)O(1) time by consuming space O(kn)O(\sqrt{kn}) bits. In practice, it obtains a compression ratio of 0.04%−26.33%0.04\%-26.33\% when the runs are larger than 100100, and becomes the fastest technique, which considers compressibility, in successor/predecessor queries. Besides, we present a recursive variant of our structure, which tends to O(k)O(k) bits and takes O(log⁡nk)O(\log \frac{n}{k}) time.

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