Time Series Classification Based on Supervised Contrastive Learning and Homoscedastic Uncertainty - Zhang, Tao; Li, Ke; Wang, Shaofan (IEEE transaction on neural networks and learning systems, 2025)
Keywords: Data augmentation; Feature extraction; Frequency-domain analysis; Learning systems; Multitask learning (MTL); multivariate time series classification (MTSC); Noise measurement; Representation learning; supervised contrastive learning (SCL); Time series analysis; Time-domain analysis; Training; Uncertainty