M. R. Kosorok (Accepted). What’s so special about semiparametric methods? Sankhya Series A.

S. Ma, M. R. Kosorok (Accepted). Detection of gene pathways with predictive power for breast cancer prognosis. BMC Bioinformatics.

Y. Cheng, J. P. Fine, M. R. Kosorok (2009). Nonparametric association analysis of exchangeable clustered competing risks data. Biometrics 65:385-393.

G. Cheng, M. R. Kosorok (2009). The penalized profile sampler. Journal of Multivariate Analysis 100:345-362.

S. Ma, M. R. Kosorok (2009). Identification of differential gene pathways with principal component analysis. Bioinformatics 25:882-889.

R. Song, M. R. Kosorok, J. P. Fine (2009). On asymptotically optimal tests under loss of identifiability in semiparametric models. Annals of Statistics 37:2409-2444.

R. Song, H. Zhou, M. R. Kosorok (2009). On semiparametric efficient inference for two-stage outcome-dependent sampling with a continuous outcome. Biometrika 96:221-228.

Y. Zhao, M. R. Kosorok, D. Zeng (2009). Reinforcement learning design for cancer clinical trials. Statistics in Medicine 28:3294-3315.

G. Cheng, M. R. Kosorok (2008). Higher order semiparametric frequentist inference with the profile sampler. Annals of Statistics 36:1786-1818.

G. Cheng, M. R. Kosorok (2008). General frequentist properties of the posterior profile distribution. Annals of Statistics 36:1819-1853.

M. R. Kosorok (2008). Boostrapping the Grenander estimator. In: Beyond Parametrics in Interdisciplinary Research: Festschrift in Honor of Professor Pranab K. Sen. Eds. N. Balakrishnan, E. A. Peña, M. J. Silvapulle. Institute of Mathematical Statistics: Hayward, CA. Pages 282-292.

M. R. Kosorok (2008). Semiparametric maximum-likelihood inference in survival analysis. In: Statistical Advances in the Biomedical Sciences: Clinical Trials, Epidemiology, Survival Analysis, and Bioinformatics. Eds. A. Biswas, S. Datta, J. P. Fine, M. R. Segal. Wiley: New York. Pages 159-175.

R. Song, T. D. Cook, M. R. Kosorok (2008). What we want versus what we can get: A closer look at failure time endpoints for cardiovascular studies. Journal of Biopharmaceutical Statistics 18:370-381.

R. Song, M. R. Kosorok, J. Cai (2008). Robust covariate-adjusted log-rank statistics and corresponding sample size formula for recurrent events data. Biometrics 64:741-750.

Y. Cheng, J. P. Fine, M. R. Kosorok (2007). Nonparametric analysis of multivariate competing risks data. Journal of the American Statistical Association 102:1407-1415.

M. R. Kosorok (2007). Discussion on "Maximum likelihood estimation in semiparametric regression models with censored data" by D. Zeng, D. Y. Lin. Journal of the Royal Statistical Society, Series B 69:551-552.

M. R. Kosorok, J. P. Fine (2007). Comment on "Implementation of estimating function-based inference procedures with Markov chain Monte Carlo samplers" by L. Tian, J. S. Liu, L. J. Wei. Journal of the American Statistical Association 102:896-897.

M. R. Kosorok, S. Ma (2007). Marginal asymptotics for the "large p, small n" paradigm: with applications to microarray data. Annals of Statistics 35:1456-1486.

M. R. Kosorok, R. Song (2007). Inference under right censoring for transformation models with a change-point based on a covariate threshold. Annals of Statistics 35:957-989.

M. R. Kosorok, R. E. Gangnon (2006). Resolving the tail instability in weighted log-rank statistics for clustered survival data. Statistics and Probability Letters 76:304-309.

S. Ma, M. R. Kosorok (2006). Adaptive penalized M-estimation with current status data. Annals of the Institute of Statistical Mathematics 58:511-526.

S. Ma, M. R. Kosorok, J. P. Fine (2006). Additive risk models for survival data with high dimensional covariates. Biometrics 62:202-210.

S. Ma, M. R. Kosorok, J. Huang, H. Xie, L. Manzella, M. B. Soares (2006). Robust semiparametric cDNA microarray normalization and significance analysis. Biometrics 62:555-561.

J. R. Dixon, M. R. Kosorok, B. L. Lee (2005). Functional inference in semiparametric models using the piggyback bootstrap. Annals of the Institute of Statistical Mathematics 57:255-277.

K. H. Eng, M. R. Kosorok (2005). A sample size formula for the supremum log-rank statistic. Biometrics 61:86-91.

H. Jiang, J. P. Fine, M. R. Kosorok, R. J. Chappell (2005). Pseudo self-consistent estimation of a copula model with informative censoring. Scandinavian Journal of Statistics 32:1-20.

M. R. Kosorok, S. Ma (2005). Comment on "Semilinear high-dimensional model for normalization of microarray data: A theoretical analysis and partial consistency" by J. Fan, H. Peng, T. Huang. Journal of the American Statistical Association 100:805-807.

B. L. Lee, M. R. Kosorok, J. P. Fine (2005). The profile sampler. Journal of the American Statistical Association 100:960-969.

S. Ma, M. R. Kosorok (2005). Penalized log-likelihood estimation for partly linear transformation models with current status data. Annals of Statistics 33:2256-2290.

S. Ma, M. R. Kosorok (2005). Robust semiparametric M-estimation and the weighted bootstrap. Journal of Multivariate Analysis 96:190-217.


T. D. Cook, M. R. Kosorok (2004). Analysis of time-to-event data with incomplete event adjudication. Journal of the American Statistical Association 99:1140-1152.

J. P. Fine, J. Yan, and M. R. Kosorok (2004). Temporal process regression. Biometrika 91:683-703.

R. E. Gangnon and M. R. Kosorok (2004). Sample-size formula for clustered survival data using weighted log-rank statistics. Biometrika 91:263-275.

M. R. Kosorok, B. L. Lee, and J. P. Fine (2004). Robust inference for univariate proportional hazards frailty regression models. Annals of Statistics 32:1448-1491.

M. R. Kosorok, Y. Shi, and D. L. DeMets (2004). Design and analysis of group sequential clinical trials with multiple primary endpoints. Biometrics 60:134-145.

M. R. Kosorok (2003). Bootstraps of independent but not identically distributed stochastic processes. Journal of Multivariate Analysis 84:299-318.

P. B. Gilbert, L. J. Wei, M. R. Kosorok, and J. D. Clemens (2002). Simultaneous inferences on the contrast of two hazard functions with censored observations. Biometrics 58:773-780.

M. R. Kosorok (2002). On global consistency of a bivariate survival estimator under univariate censoring. Statistics and Probability Letters 56:439-446.

M. R. Kosorok, J. P. Fine, H. Jiang, amd R. J. Chappell (2002). Asymptotic theory for the gamma frailty model with dependent censoring. Annals of the Institute of Statistical Mathematics 54:476-499.

M. Jalaluddin and M. R. Kosorok (2000). An algorithm for robust inference for the Cox model with frailties. Journal of Computational and Graphical Statistics 9:642-652. (One of four winners of the 1999 ASA Statistical Computing Section Student Paper Competition.)

M. R. Kosorok (2000). Monte Carlo error estimation for multivariate Markov chains. Statistics and Probability Letters 46:85-93.

W.-H. Wei and M. R. Kosorok (2000). Masking unmasked in the proportional hazards model. Biometrics 56:991-995.


J. A. Douglas, M. R. Kosorok, and B. A. Chewning (1999). A latent variable model for multivariate failure time data with psychometrical applications. Psychometrika 64:69-82.

M. R. Kosorok (1999). Two-sample quantile tests under general conditions. Biometrika 86:909-921.

M. R. Kosorok and C.-Y. Lin (1999). The versatility of function-indexed weighted log-rank statistics. Journal of the American Statistical Association 94:320-332.

M. R. Kosorok MR and R. P. Qu (1999). Exact simultaneous confidence bands for a collection of univariate polynomials in regression analysis. Statistics in Medicine 18:613-620.

C.-Y. Lin and M. R. Kosorok (1999). A general class of function-indexed nonparametric tests for survival analysis. Annals of Statistics 27:1722-1744.

W. Pan, R. Chappell, and M. R. Kosorok (1998). On consistency of the nonparametric MLE of survival for left truncated and interval censored data. Statistics and Probability Letters 38:49-57.

M. R. Kosorok and W.-H. Chao (1996). The analysis of longitudinal ordinal response data in continuous time. Journal of the American Statistical Association 91:807-817.

M. R. Kosorok, W.-H. Wei, and P. M. Farrell (1996). The incidence of cystic fibrosis. Statistics in Medicine 15:449-462.


M. R. Kosorok and T. R. Fleming (1993). Using surrogate failure time data to increase cost effectiveness in clinical trials. Biometrika 80:823-833.

H. D. Tolley and M. R. Kosorok (1989). An empirical method of comparing risks using stochastic dominance. Transactions of the Society of Actuaries 41:507-545.