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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:

is the discovery of the structure for an optimal K-ary quantizer that maximizes the mutual
Adaptive Streaming Methods using Dual Protocols and Reinforcement Learning

Creator:

Gatimu, Kevin

Abstract:

The ubiquity of high quality video and proliferation of mobile devices has contributed to an unprecedented rise in video consumption. HTTP, in conjunction with adaptive streaming, has become the de facto mechanism for delivering the vast majority of video as it readily caters to heterogeneous networks and devices. This dissertation...

Resource Type:

Dissertation

Full Text:

an M/D/1/K Queue . . 105 7.3.4 The qMDP State Space