Alex A. T. Bui

Comprehensive Review of Neural Differential Equations for Time Series Analysis

Time series modeling and analysis have become critical in various domains. Conventional methods such as RNNs and Transformers, while effective for discrete-time and regularly sampled data, face significant challenges in capturing the continuous dynamics and irregular sampling patterns inherent in re