Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey

Zijun Gao, Haibao Liu, Lingbo Li

Data Augmentation (DA) has become a critical approach in Time Series Classification (TSC), primarily for its capacity to expand training datasets, enhance model robustness, introdu…