Here is a list of select recent publications. For a complete list, consult my CV.
Hejazi NS, Kherad-Pajouh S, van der Laan MJ, Hubbard AE (2018+). Variance stabilization of targeted estimators of causal parameters in high-dimensional settings. [PDF]
Cai W, Hejazi NS, Hubbard AE (2018+). Data-adaptive statistics for multiple hypothesis testing in high-dimensional settings. [PDF]
Hejazi NS, Hubbard AE, van der Laan MJ (2018+). Data-adaptive estimation and nonparametric inference for differential methylation analysis.
Hejazi NS, Phillips RV, Hubbard AE, van der Laan MJ (2018+). methyvim: Targeted and model-free analysis of differential methylation in R.
Hejazi NS, Benac K, Jewell NP (2018+). Immortal time bias analyses: Time-varying survival regression models and delayed entry approaches.
van der Laan MJ, Hejazi NS (2018+). Optimal nonparametric estimation of constrained functional parameters.
van der Laan MJ, Hejazi NS (2018+). Targeted maximum likelihood estimation with constraint-specific paths.
van der Laan MJ, Hejazi NS (2018+). The targeted Highly Adaptive Lasso: Targeted maximum likelihood as projection.
Hejazi NS, Coyle JR, van der Laan MJ (2018+). On the scalability of the Highly Adaptive Lasso.
Hejazi NS, van der Laan MJ, Benkeser DC (2018+). Variable importance analysis for stochastic interventions under case-control sampling.
Cai W, Hubbard AE, Hejazi NS (2018+). adaptest: Data-adaptive statistics for high-dimensional multiple hypothesis testing in R.
Hejazi NS (2017). Generalized application of empirical Bayes statistics to asymptotically linear parameters. Master’s thesis, Division of Biostatistics, University of California, Berkeley. [PDF]