关于压缩数据的随机性

S. T. Klein, Dana Shapira
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引用次数: 6

摘要

从一个好的压缩方法中期望它的输出不应该进一步压缩,这似乎是合理的,因为它的行为本质上应该像随机数据一样。我们研究了这个前提的各种已知的压缩技术,并发现,令人惊讶的是,有很大的可变性的随机性,取决于所选择的方法。算术编码似乎可以产生完全随机的输出,而霍夫曼编码或Ziv-Lempel编码仍然包含许多依赖项。特别是,霍夫曼编码的输出已经被证明在某些条件下是随机的,我们在这里展示了算术编码可以产生与霍夫曼编码相同的输出。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On the Randomness of Compressed Data
It seems reasonable to expect from a good compression method that its output should not be further compressible, because it should behave essentially like random data. We investigate this premise for a variety of known compression techniques, and find that, surprisingly, there is much variability in the randomness, depending on the chosen method. Arithmetic coding seems to produce perfectly random output, whereas that of Huffman or Ziv-Lempel coding still contains many dependencies. In particular, the output of Huffman coding has already been proven to be random under certain conditions, and we show here that arithmetic coding may produce an output that is identical to that of Huffman.
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