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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Jun Wang

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Aug 2026

Recognition and Forecasting of Time-Varying Parameters in SIRD Models: The L-TPENN Method for Processing Missing Vertical Data

A loss-constrained time-varying parameter estimation neural network (L-TPENN), which directly incorporates the structural information of missing data into the objective loss function, enabling the model to handle the uncertainty caused by missing data during training.

Xiang-Lei Li, Jun Wang, Yue-Cai Han · 0 citations

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