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What is Data Augmentation in Time-Series Classification about?
This document presents a comprehensive study on Data Augmentation (DA) for Time Series Classification (TSC), addressing existing gaps in literature and methodologies. It introduces a novel taxonomy categorizing over 60 DA techniques, evaluates nearly 20 strategies across various datasets, and develops a user-friendly Python Library for practical implementation. The research highlights the importance of tailored DA methods for enhancing model performance and robustness in TSC, providing valuable insights for
- Author
- Tiksha Agarwal
- Language
- EN