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A new technique for compression of data sets

2021/11/12 by Anatoli Torokhti, Torokhti, Anatoli
Computer Science · #Numerical Methods and Algorithms #Digital Filter Design and Implementation #Advanced Data Compression Techniques

paper · pdf · doi:10.48550/arxiv.2111.06572

Abstract

Data compression techniques are characterized by four key performance indices which are (i) associated accuracy, (ii) compression ratio, (iii) computational work, and (iv) degree of freedom. The method of data compression developed in this paper allows us to substantially improve all the four issues above. The proposed transform F is presented in the form of a sum with p-1 terms, F1,..., Fp-1, where each term is a particular sub-transform presented by a first degree polynomial. For j=1,…,p-1, each sub-transform Fj is determined from interpolation-like conditions. This device provides the transform flexibility to incorporate variation of observed data and leads to performance improvement. The transform F has two degrees of freedom, the number of sub-transforms and associated compression ratio associated with each sub-transform Fj.

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