Temporal-Decay Shapley: A Time-Aware Data Valuation Framework for Time-Series Data

Chuwen Pang, Bing Mi, Kongyang Chen

With the rapid development of machine learning applications on time-series data, accurately assessing the value of training samples has become essential for data selection, noise d…