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Introduction to Information Theory and Data Compression by Greg A. Harris, D.C. Hankerson, Peter D. Johnson Jr. Although the two topics are related, this unique text allows either topic to be presented independently, and it was specifically designed so that the data compression section requires no prior knowledge of information theory.
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