most citedNewton-Puiseux Analysis for Interpretability and Calibration of Complex-Valued Neural Networks

2 citations

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2 papers

cs.LG2025★ 2 cited

Newton-Puiseux Analysis for Interpretability and Calibration of Complex-Valued Neural Networks

Piotr Migus

Complex-valued neural networks (CVNNs) are particularly suitable for handling phase-sensitive signals, including electrocardiography (ECG), radar/sonar, and wireless in-phase/quadr…

math.CV2021★ 1 cited

Clustering polar curves

Piotr Migus, Laurenţiu Păunescu, Mihai Tibăr

This essay builds on the idea of grouping the polar curves of 2-variable function germs into polar clusters. In the topological category, one obtains a bijective correspondence bet…