CALDA: Improving Multi-Source Time Series Domain Adaptation with Contrastive Adversarial Learning

Garrett Wilson, Janardhan Rao Doppa, Diane J. Cook

Unsupervised domain adaptation (UDA) provides a strategy for improving machine learning performance in data-rich (target) domains where ground truth labels are inaccessible but can…