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RLH: Bitmap compression technique based on run-length and Huffman encoding

delete2009-06-01
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M
Michał Stabno
R
Robert Wrembel *
DOI:10.1016/j.is.2008.11.002delete
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摘要

摘要

En 中文
In this paper we propose a technique of compressing bitmap indexes for application in data warehouses. This technique, called run-length Huffman (RLH), is based on run-length encoding and on Huffman encoding. Additionally, we present a variant of RLH, called RLH-N. In RLH-N a bitmap is divided into N-bit words that are compressed by RLH. RLH and RLH-N were implemented and experimentally compared to the well-known word aligned hybrid (WAH) bitmap compression technique that has been reported to provide the shortest query execution time. The experiments discussed in this paper show that: (1) RLH-compressed bitmaps are smaller than corresponding WAH-compressed bitmaps, regardless of the cardinality of an indexed attribute, (2) RLH-N-compressed bitmaps are smaller than corresponding WAH-compressed bitmaps for certain range of cardinalities of an indexed attribute, (3) RLH and RLH-N-compressed bitmaps offer shorter query response times than WAH-compressed bitmaps, for certain range of cardinalities of an indexed attribute, and (4) RLH-N assures shorter update time of compressed bitmaps than RLH. (C) 2009 Elsevier B.V. All rights reserved.
Keyword:
Bitmap index
Bitmap compression
Huffman encoding
Run-length encoding
WAH
BBC
RLH
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期刊

Enterprise Information Systems 封面图
Enterprise Information Systems
IF:
3.9
论文数:
2.8K
被引数:
1.8K

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P
Poznan University of Technology
学者数:
4.4K
论文数: 4.1K
被引数: 3
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