This study aims to develop a new method to address the problem of missing values in multivariate time series data, particularly in vital sign data of ICU patients derived from the MIMIC-IV dataset. Missing data in the medical context can hinder analysis, prediction, and even clinical decision-making. Therefore, an accurate and explainable imputation approach is crucial. This research introduces…