IEEE

Transformers for Multivariate Time Series Forecasting: Comprehensive Analysis, Challenges, Research Opportunities, and Future Prospects

Abstract: Multivariate time series (MTS) forecasting appears in many applied settings, ranging from finance and healthcare to energy systems, climate analysis, and IoT-based platforms. In these fields ...
eLife

Celldetective, an AI-enhanced image analysis tool for unraveling dynamic cell interactions

Celldetective is an open-source software integrating segmentation, tracking, and event detection to perform high-throughput end-to-end study of dynamic cell interactions, without requiring coding ...
AHA/ASA Journals

Neighborhood Social Determinants of Health and Referral to Cardiac Rehabilitation: An Analysis of the Get With The Guidelines–Coronary Artery Disease Registry

BACKGROUND: Despite strong guideline recommendations for cardiac rehabilitation (CR) following an acute myocardial infarction ...
IEEE

Multivariate Frequency Transfer Bispectrum Estimator for Gearbox Drive System Fault Diagnosis Using Motor Current Signature Analysis

Abstract: Bispectrum analysis is considered as a typical motor current signature analysis tool, has been widely concerned in fault feature extraction. However, current bispectrum utilizes the entire ...