Time-Frequency analysis using Bayesian Regularized Neural Network Model

Imran Shafi, Jamil Ahmad, Syed Ismail Shah, Ataul Aziz Ikram · BiblioBoard Library Catalog (Open Research Library) · 2010

The discussion on experimental results by the proposed approach and performance evaluation of various bilinear distributions is presented in this section. It uses objective methods of assessment to evaluate the performance of de–blurred TFDs estimated through BRNNM (henceforth the NTFDs). The objective methods allow quantifying the quality of TFDs instead of relying solely on visual inspection of their plots. Performance comparison with various other quadratic TFDs is provided too. This section is organized in two subsections. The subsection 3.1 discusses the NTFDs’ performance basing on the visual results and carrying out their information quantification by measuring the entropy values only. In subsection 3.2, the concept and importance of TFDs’ objective assessment is described using both real life and synthetic signals.

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