3 citations · 3 across the 7 of their papers we have counts for
4 papers · 1 filter
Nash Equilibrium Individualized Treatment Regimes under Network Interference
Junwen Xia, Jingxiao Zhang, Dehan Kong
Network interference creates a fundamental tension in optimal individualized treatment regime learning: maximizing overall population outcomes may come at the expense of some indiv…
Successive classification learning for estimating quantile optimal treatment regimes
Junwen Xia, Jingxiao Zhang, Dehan Kong
Quantile optimal treatment regimes (OTRs) aim to assign treatments that maximize a specified quantile of patients' outcomes. Compared to treatment regimes that target the mean outc…
Simultaneous hypothesis testing for comparing many functional means
Colin Decker, Dehan Kong, Stanislav Volgushev
Data with multiple functional recordings at each observational unit are increasingly common in various fields including medical imaging and environmental sciences. To conduct infer…
Stationarity of Manifold Time Series
Junhao Zhu, Dehan Kong, Zhaolei Zhang +1
In modern interdisciplinary research, manifold time series data have been garnering more attention. A critical question in analyzing such data is ``stationarity'', which reflects t…