Preprints

Dai, X. and Jared Huling. (2018+). Selection and estimation optimality in high dimensions with the TWIN penalty.
arxiv:1806.01936.

Jared Huling and Yu, M. (2018+). Subgroup identification using the personalized package. arxiv:1809.07905.
code | CRAN | documentation

Publications

Jared Huling, Yu, M., and O'Malley, A.J. (2018+). Instrumental variable based estimation under the semiparametric accelerated failure time model.
To appear in Biometrics.
code

Jared Huling, Yu, M., and Smith, M.A. (2018+). Fused comparative intervention scoring for heterogeneity of longitudinal intervention effects.
To appear in the Annals of Applied Statistics.
code

Jared Huling and Chien, P. (2018+). Fast penalized regression and cross validation for tall data with the oem package.
To appear in the Journal of Statistical Software. arxiv:1801.09661.
code | CRAN | documentation

Jared Huling, Yu, M., Liang, M., and Smith, M.A. (2018). Risk prediction for heterogeneous populations with application to hospital admission prediction. Biometrics, 74(2): 557-565. doi: 10.1111/biom.12769.
code | CRAN | documentation

Nie, X., Jared Huling, and Qian, P.Z.G. (2017). Accelerating large-scale statistical computation with the GOEM algorithm. Technometrics, 59(4): 416-425. doi: 10.1080/00401706.2016.1256840.

Xiong, S., Dai, B, Jared Huling, and Qian, P.Z.G. (2016). Orthogonalizing EM: A design-based least squares algorithm. Technometrics, 58(3): 285-293. doi: 10.1080/00401706.2015.1054436.
code | CRAN | documentation | Julia code