A novel concept of distortion Kolmogorov-chaitin complexity is proposed. Bearing analogy to ordinary Kolmogorov-Chaitin complexity that represents the information content of a single message, distortion Kolmogorov-Chaitin complexity can be regarded as the amount of information about a single message that must be conveyed in order to reproduce it with a bounded distortion. This explanation is justified by the properties of distortion Kolmogorov-Chaitin complexity and the equivalences between distortion Kolmogorov-Chaitin complexity and the rate-distortion function, which are analogous to those between ordinary Kolmogorov-Chaitin complexity and the Shannon entropy. Some implications for universal almost sure data compression are also discussed.>
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Yang et al. (1993) studied this question.
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