Leveraging time irreversibility with order-contrastive pre-training

MN Agrawal, H Lang, M Offin… - International …, 2022 - proceedings.mlr.press
Label-scarce, high-dimensional domains such as healthcare present a challenge for
modern machine learning techniques. To overcome the difficulties posed by a lack of …

Combining Representation Learning and Active Learning for Applications in Process Manufacturing

AG Dathatri, N Strem, B Klöpper - Chemie Ingenieur Technik, 2023 - Wiley Online Library
Multivariate time series classification (TSC) is an important data‐driven modeling task in
process industries. A common challenge of TSC in the process industry is the unavailability …