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

• Published in: arXiv.org
• Main Authors: Jose Agustin Barrachina, Ren, Chenfang, Morisseau, Christele, Vieillard, Gilles, Jean-Philippe Ovarlez
• Format: Paper
• Language: English
• Published: Ithaca Cornell University Library, arXiv.org 13.04.2021
• Subjects: Classification; Data structures; Neural networks; Regularization; Task complexity

The contributions of this paper are twofold. First, we show the potential interest of Complex-Valued Neural Network (CVNN) on classification tasks for complex-valued datasets. To highlight this assertion, we investigate an example of complex-valued data in which the real and imaginary parts are stat...