Yuedi Chen

STR-Saliency: Decomposition-based Perturbations to Generate Saliency Maps for Temporal Black-box Model Interpretation

The interpretability of deep black-box temporal models is crucial in modern machine learning. Identifying crucial time steps and temporal patterns is an important way in understanding how a black-box model makes a decision on a time series instance. Saliency methods are widely used for the interpret…