Jie Zhang, Zhishang Li, Qi Zhang, Lin Zhang, Tongtong Ma, Xinyue Ma, Kang Liang, Yibin Ying, Yingchun Fu
Nanoconfined MXene-MOF Nanolaminate Film for Molecular Removal/Collection and Multiple Sieving
ACS applied materials & interfaces
paper aim borrow information existing units incorporate target units history data time series forecasting consider situation time series data multiple units share similar patterns aligned terms internal time internal time defined index according evolving features interest mapped back calendar time time series span different time intervals include future calendar time targeted unit borrow information units forecasting targeted unit first build hierarchical state space model multiple time series data terms internal time shared components capture similarities among different units allowing unitspecific deviations conditional state space model constructed incorporate information existing units prior information forecasting targeted unit running kalman filtering based conditional state space model targeted unit incorporate information units history targeted unit forecasts transformed internal time back calendar time ease interpretation simulation study conducted evaluate finite sample performance forecasting statelevel new covid19 cases united states used illustration