Title :
A new model of numerical computer data and its application for construction of minimum-redundancy codes
Author :
Kavalerchik, Boris Y.
Author_Institution :
Byelorussian Res. Inst. for Manage. Inf., Minsk, Byelorussia
fDate :
3/1/1993 12:00:00 AM
Abstract :
Numerical computer data in many applications contain numerous leading and trailing zeros, and this data feature has been neglected in common source models and related data compression methods. A new approach to source modeling, consisting of the description of this data feature by probabilities pij of data values with i leading and j trailing zeros, is proposed. The entropy of this source model is proved to be less than the entropy of the common ones. Based on this model a few codes of different computational complexity are proposed. Experiments on typical computer files show that the coding algorithms based on the new source and data model considerably outperform existing data compression algorithms
Keywords :
codes; computational complexity; data compression; encoding; entropy; redundancy; coding algorithms; computational complexity; computer files; data compression; data model; entropy; leading zeros; minimum-redundancy codes; numerical computer data; source model; trailing zeros; Application software; Buildings; Communication channels; Computational complexity; Computer networks; Data communication; Data compression; Data models; Entropy; Numerical models;
Journal_Title :
Information Theory, IEEE Transactions on