2 papers
cs.LG2024
Data Augmentation for Multivariate Time Series Classification: An Experimental Study
Romain Ilbert, Thai V. Hoang, Zonghua Zhang
Our study investigates the impact of data augmentation on the performance of multivariate time series models, focusing on datasets from the UCR archive. Despite the limited size of…
cs.LG2023
Breaking Boundaries: Balancing Performance and Robustness in Deep Wireless Traffic Forecasting
Romain Ilbert, Thai V. Hoang, Zonghua Zhang +1
Balancing the trade-off between accuracy and robustness is a long-standing challenge in time series forecasting. While most of existing robust algorithms have achieved certain subo…