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Chenfang Ren

2 accepted papers

2021

A Tyler-Type Estimator of Location and Scatter Leveraging Riemannian Optimization

ICASSP 2021accepted

We consider the problem of jointly estimating the location and scatter matrix of a Compound Gaussian distribution with unknown deterministic texture parameters. When the location is known, the Maximum Likelihood Estimator (MLE) of the scatter matrix corresponds to Tyler’s M-estimator, which can be c…

Cited by 0SourceScholar
2021

Complex-Valued Vs. Real-Valued Neural Networks for Classification Perspectives: An Example on Non-Circular Data

ICASSP 2021accepted

This paper shows the benefits of using Complex-Valued Neural Network (CVNN) on classification tasks for non-circular complex-valued datasets. Motivated by radar and especially Synthetic Aperture Radar (SAR) applications, we propose a statistical analysis of fully connected feed-forward neural networ…

Cited by 0SourceScholar