Multivariate Time Series Classification: A Deep Learning Approach

no code implementations • 5 Jul 2023 • Mohamed Abouelnaga, Julien Vitay, Aida Farahani

This paper investigates different methods and various neural network architectures applicable in the time series classification domain.

Classification Time Series +1

Does enhanced shape bias improve neural network robustness to common corruptions?

no code implementations • ICLR 2021 • Chaithanya Kumar Mummadi, Ranjitha Subramaniam, Robin Hutmacher, Julien Vitay, Volker Fischer, Jan Hendrik Metzen

We conclude that the data augmentation caused by style-variation accounts for the improved corruption robustness and increased shape bias is only a byproduct.

Data Augmentation