Spectral complexity-scaled generalisation bound of complex-valued neural networks

DOI10.1016/j.artint.2023.103951arXiv2112.03467OpenAlexW4379472738MaRDI QIDQ6136092

Shiye Lei, Dacheng Tao, Fengxiang He, Haowen Chen

Publication date: 28 August 2023

Published in: Artificial Intelligence (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2112.03467

zbMATH Keywords

complex-valued neural networksgeneralisationspectral complexity

Mathematics Subject Classification ID

Artificial intelligence (68Txx)

Cites Work

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• Complex-valued neural networks
• On the inherent property of the decision boundary in complex-valued neural networks
• Redundancy of the parameters of the complex-valued neural network.
• Sequential complexities and uniform martingale laws of large numbers
• Orthogonality of Decision Boundaries in Complex-Valued Neural Networks
• Nonlinear adaptive prediction of complex-valued signals by complex-valued PRNN

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