On the compression of search trees
•Space-efficient representation for non-decreasing sequences of integers.•Efficient support for random access and searches.•Proved performance in main and secondary memory.•Results competitive with the state of the art.•Applications to several domains: posting lists, sparse bitmaps, geographic data,...
Saved in:
Published in | Information processing & management Vol. 50; no. 2; pp. 272 - 283 |
---|---|
Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Kidlington
Elsevier Ltd
01.03.2014
Elsevier Elsevier Science Ltd |
Subjects | |
Online Access | Get full text |
Cover
Loading…
Summary: | •Space-efficient representation for non-decreasing sequences of integers.•Efficient support for random access and searches.•Proved performance in main and secondary memory.•Results competitive with the state of the art.•Applications to several domains: posting lists, sparse bitmaps, geographic data, etc.
Let X=x1,x2,…,xn be a sequence of non-decreasing integer values. Storing a compressed representation of X that supports access and search is a problem that occurs in many domains. The most common solution to this problem uses a linear list and encodes the differences between consecutive values with encodings that favor small numbers. This solution includes additional information (i.e. samples) to support efficient searching on the encoded values. We introduce a completely different alternative that achieves compression by encoding the differences in a search tree. Our proposal has many applications, such as the representation of posting lists, geographic data, sparse bitmaps, and compressed suffix arrays, to name just a few. The structure is practical and we provide an experimental evaluation to show that it is competitive with the existing techniques. |
---|---|
ISSN: | 0306-4573 1873-5371 |
DOI: | 10.1016/j.ipm.2013.11.002 |