IEEE

M-CELS: Counterfactual Explanation for Multivariate Time Series Data Guided by Learned Saliency Maps

Abstract: Over the past decade, multivariate time series classification has received great attention. Machine learning (ML) models for multivariate time series classification have made significant ...
IEEE

Reinforcement Learning-Enhanced Dynamic LSTM Training with Meta-Feature Extraction for Small Time-Series VOC Datasets in CKD Detection

Abstract: Early detection of life-threatening diseases remains a critical challenge in healthcare research. Breath analysis has emerged as a promising non-invasive diagnostic method. Volatile Organic ...