Multivariate Temporal Uncertainty Visualization is a visualization approach that integrates the representation of uncertainty across multiple time-varying variables, distinguishing itself by simultaneously conveying the temporal dynamics and inter-variable dependencies inherent in uncertain multivariate time series data.