Chaotic Dynamics-Regulated Topological Learning for Patient-Specific Preictal State Identification

arXiv:2609.23317 · q-bio.NC · Submitted 2026-09-20 · Read on arXiv

q-bio.NC

Submitted: 2026-09-20

Updated: 2026-09-20

Code: https://github.com/Wzhgeek/CDRTL

Terminology

• Accuracy — 79× in this paper · explained in 1 episode
• Robustness — 12× in this paper · explained in 5 episodes
• Chaotic Dynamics — 7× in this paper · explained in 2 episodes
• Generalization — 6× in this paper · explained in 13 episodes
• AUC — 5× in this paper · explained in 2 episodes
• Ablation — 4× in this paper · explained in 1 episode
• Persistent Homology — 4× in this paper · explained in 3 episodes
• Benchmark — 3× in this paper · explained in 2 episodes
• Clustering — 3× in this paper · explained in 2 episodes
• Consistency — 3× in this paper · explained in 3 episodes
• Feature Extraction — 3× in this paper · explained in 2 episodes
• Redundancy — 3× in this paper · explained in 2 episodes
• Feature Selection — 2× in this paper · explained in 4 episodes
• Graph Construction — 2× in this paper · explained in 3 episodes
• Wavelet Transform — 2× in this paper · explained in 2 episodes
• Aggregation — 1× in this paper · explained in 1 episode
• Computational Biology — 1× in this paper · explained in 2 episodes
• Data Augmentation — 1× in this paper · explained in 7 episodes
• Distribution Shift — 1× in this paper · explained in 6 episodes
• Feature Engineering — 1× in this paper · explained in 3 episodes
• Generalizability — 1× in this paper · explained in 6 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Latent Space — 1× in this paper · explained in 7 episodes
• Phase Transitions — 1× in this paper · explained in 2 episodes
• Point Clouds — 1× in this paper · explained in 2 episodes
• Predictive Modeling — 1× in this paper · explained in 2 episodes
• Signal-to-noise ratio (SNR) — 1× in this paper · explained in 2 episodes
• Topological Data Analysis (TDA) — 1× in this paper · explained in 2 episodes
• Unified Framework — 1× in this paper · explained in 5 episodes
• Zero-Shot Transfer — 1× in this paper · explained in 4 episodes

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