2 papers
cs.LG2025
Inference of hidden common driver dynamics by anisotropic self-organizing neural networks
Zsigmond BenkÅ, Marcell Stippinger, Zoltán Somogyvári
We are introducing a novel approach to infer the underlying dynamics of hidden common drivers, based on analyzing time series data from two driven dynamical systems. The inference…
cs.LG2024
Detecting Causality in the Frequency Domain with Cross-Mapping Coherence
Zsigmond BenkÅ, Bálint Varga, Marcell Stippinger +1
Understanding causal relationships within a system is crucial for uncovering its underlying mechanisms. Causal discovery methods, which facilitate the construction of such models f…