This research paper introduces an innovative approach for explainable one-class time- series classification (XOCTSC). The proposed method involves generating pseudounseen …
Deterioration is the significant degradation of the physical state prior to death. Detecting the deterioration of patients could provide an early warning to their families in instances of …
B Song, H Zhu, Y Bi - Applied Intelligence, 2024 - Springer
Few-shot classification is one of the most daunting challenges in deep learning. The complexities of this task arise from the fact that category targets are often embedded within …
C Sun, H Li, Y Li, S Hong - arXiv preprint arXiv:2404.16886, 2024 - arxiv.org
Data is essential to performing time series analysis utilizing machine learning approaches, whether for classic models or today's large language models. A good time-series dataset is …
C Hu, J Wu, C Sun, X Chen, AK Nandi, R Yan - papers.ssrn.com
Intelligent anomaly detection methods have achieved much successes in machinery condition monitoring. However, the underlying independent and identically distributed …