Fast topological data analysis for computationally efficient feature extraction in nonstationary time series
Results position Fast TDA as a scalable geometry-guided surrogate for real-time feature extraction when VR-based persistence is computationally prohibitive, and noise-resilient topology-informed descriptors are desired.
Daniel A. Salazar Martinez, Arman Razmarashooli, Kang-Chua Yang et al.
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