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Filtering by: Creator Faustini, John M. Committee Member Liu, Huaping Decade 2020-2029

Information theoretic approach to quantization and classification for signal processing, communications, and machine learning applications

Creator:

Thuan Nguyen D.

Abstract:

There are five main contributions of this dissertation. The first contribution is new closed-form expressions for channel capacity of a new class of channel matrices. The second contribution is the discovery of the structure for optimal binary quantizer and the associated methods for finding an optimal quantizer that maximizes mutual...

Resource Type:

Dissertation

Full Text:

minimum impurity partitions is an NP-hard problem. Let M be the number of N -dimensional elements in a