Search Results for author: Jose Agustin Barrachina

Found 2 papers, 2 papers with code

Theory and Implementation of Complex-Valued Neural Networks

1 code implementation • 16 Feb 2023 • Jose Agustin Barrachina, Chengfang Ren, Gilles Vieillard, Christele Morisseau, Jean-Philippe Ovarlez

This work explains in detail the theory behind Complex-Valued Neural Network (CVNN), including Wirtinger calculus, complex backpropagation, and basic modules such as complex layers, complex activation functions, or complex weight initialization.

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

1 code implementation • 17 Sep 2020 • Jose Agustin Barrachina, Chenfang Ren, Christele Morisseau, Gilles Vieillard, Jean-Philippe Ovarlez

First, we show the potential interest of Complex-Valued Neural Network (CVNN) on classification tasks for complex-valued datasets.

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