Analytics Insight

Best Java ML Frameworks & Tools for 2025

Overview: The Java ecosystem now offers a wide variety of ML frameworks - from lightweight toolkits for data mining to ...

Lions are sending coded messages in their roars, and AI can finally hear what we can’t

Machine learning is revolutionizing wildlife research by enabling accurate classification of lion roars. New studies identify distinct vocal phases an ...
The Lancet

Causal deep learning for real-time detection of cardiac surgery-associated acute kidney injury: derivation and validation in seven time-series cohorts

aMedical Big Data Research Center, Chinese The People’s Liberation Army General Hospital, Beijing, China bNational Engineering Research Center of Medical Big Data Application Technology, The People’s ...
IEEE

Time Series Classification Based on Supervised Contrastive Learning and Homoscedastic Uncertainty

Abstract: In recent years, contrastive learning (CL) frameworks have been widely applied to multivariate time series classification (MTSC) tasks. However, existing methods lack task-specific guidance, ...
IEEE

Knowledge Aggregation Transformer Network for Multivariate Time Series Classification

Abstract: Over the years, various sophisticated deep learning algorithms have surfaced for multivariate time series classification (MTSC), notably the dual-network-based model. This model comprises ...
Frontiers

Leveraging Sentinel-1/2 time series and deep learning for accurate forest tree species mapping

1 College of Geoscience and Surveying Engineering, China University of Mining and Technology-Beijing, Beijing, China 2 State Key Laboratory of Information Engineering in Surveying, Mapping and Remote ...
Frontiers

Deep learning-based time series prediction for precision field crop protection

Introduction: Precision agriculture is revolutionizing modern farming by integrating data-driven methodologies to enhance crop productivity while promoting sustainability. Traditional time series ...