基于共享字典的重对算法的大文本变到定长编码

Kei Sekine, Hirohito Sasakawa, S. Yoshida, T. Kida
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引用次数: 2

摘要

1999年Larsson和Moffat提出的Re-Pair算法是一种简单的基于语法的压缩方法,实现了极高的压缩比。然而,Re-Pair是一种离线且非常占用空间的算法。因此,要将其应用于非常大的文本,我们需要将文本分成更小的块。因此,如果我们在所有块中共享字典的一部分,我们预计算法的压缩速度和压缩比将会提高。在本文中,我们利用可变长度到固定长度的代码实现了我们的方法,并通过调整三个参数:块大小、字典大小和共享字典大小,实证地展示了该方法的压缩速度和比率是如何变化的。最后,我们讨论了压缩速度和压缩比相对于这三个参数的趋势。
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Variable-to-Fixed-Length Encoding for Large Texts Using Re-Pair Algorithm with Shared Dictionaries
The Re-Pair algorithm proposed by Larsson and Moffat in 1999 is a simple grammar-based compression method that achieves an extremely high compression ratio. However, Re-Pair is an offline and very space consuming algorithm. Thus, to apply it to a very large text, we need to divide the text into smaller blocks. Consequently, if we share a part of the dictionary among all blocks, we expect that the compression speed and ratio of the algorithm will improve. In this paper, we implemented our method with exploiting variable-to-fixed-length codes, and empirically show how the compression speed and ratio of the method vary by adjusting three parameters: block size, dictionary size, and size of shared dictionary. Finally, we discuss the tendencies of compression speed and ratio with respect to the three parameters.
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