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

Author

Ran Zhang

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Book Open access Aug 2026

CEDAR: Controlled and Event-Driven Demand Forecasting via Residual Decomposition

This work proposes CEDAR (Controlled and Event-Driven Demand forecasting via Action-aware Residual decomposition), a two-stage framework for robust decision-conditioned simulation that consistently improves simulation accuracy over strong TSF baselines and delivers practical gains for real-world budget planning.

Jun-Jie Meng, Ran Zhang, Zi-An Zhang et al. · 1 citation · ⚡1
Book Open access Aug 2026

CEDAR: Controlled and Event-Driven Demand Forecasting via Residual Decomposition

Forecasting in large-scale e-commerce marketplaces is increasingly required to support planning : merchants need to evaluate sales outcomes under future action sequences such as budget schedules, rather than passively predicting what happens next. However, most existing time series forecasting (TSF) approaches remain i...

Junjie Meng, Ran Zhang, Zi-An Zhang et al. · 0 citations

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