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Showing 2011 · stat.MEShow all
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stat.ME2011★ 58 cited
Penalized maximum likelihood estimation and variable selection in geostatistics
Tingjin Chu, Jun Zhu, Haonan Wang
We consider the problem of selecting covariates in spatial linear models with Gaussian process errors. Penalized maximum likelihood estimation (PMLE) that enables simultaneous vari…
stat.ME2011★ 21 cited
Penalized Q-Learning for Dynamic Treatment Regimes
Rui Song, Weiwei Wang, Donglin Zeng +1
A dynamic treatment regime effectively incorporates both accrued information and long-term effects of treatment from specially designed clinical trials. As these become more and mo…