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Faculty

Faculty

Zheng Zhang

Title:Assistant Professor

Research Interests:Causal Inference, Missing Data, Semi/nonparametric Statistics, Stochastic Analysis.

Contact Information:[email protected]

Curriculum vitae

I obtained BSc (Mathematics) from Southeast University in 2011, and obtained PhD (Statistics) from Chinese University of Hong Kong in 2015. I am appointed as Assistant Professor in ISBD, Renmin University of China from 2016. Homepage: .


Causal Inference:

1. ,,and Zhang Z. (2016). Globally Efficient Nonparametric Inference of Average Treatment Effects by Empirical Balancing Calibration Weighting. Journal of the Royal Statistical Society: Series B . 78(3), 673-700. []

2. , Huang L. and Zhang Z. (2020). A Mann-Whitney Test of Distributional Effects in A Multivalued Treatment. Journal of Statistical Planning and Inference. 209,85-100. []

3. Chen X., Liu Y., Ma S., and Zhang Z. (2020). Efficient Estimation of Treatment Effects using Neural Networks with A Diverging Number of Confounders. (Major Revision).

4. , , and Zhang Z. (2021). A Unified Framework for Efficient Estimation of General Treatment Models.  Quantitative Economics. 12(3),779-816.

5. , , and Zhang Z. (2021). Estimation and Inference of Counterfactual Distribution and Quantile Functions in Continuous Treatment Models.  Journal of Econometrics. Accepted.

6. , Huang L. and Zhang Z. (2022). A Simple and Efficient Estimation of Average Treatment Effects in Models with Unmeasured Confounders. Statistica Sinica. 32(3). []

7. , , and Zhang Z. (2021). A Unified Framework for Specification Tests of Continuous Treatment Effect Models.  Journal of Business & Economic Statistics. Accepted. []



Missing Data:

1. , and Zhang Z. (2019). Calibration Estimation for Semiparametric Copula Models with Data Missing at Random. Journal of Multivariate Analysis . 173, 85-109. []

2. , and Zhang Z. (2020). Copula-based Regression Models with Responses Missing at Random. Journal of Multivariate Analysis. 180, #104654. []

3., and Zhang Z. (2020). A Simple and Efficient Estimation Method for Models with Nonignorable Missing Data. Statistica Sinica . 30, 1949-1970. []


Semi/Nonparametric Statistics:

1. , , Zhang Z. and Zhu L. (2019). Testing Independence and Conditional Independence via Mutual Information. (Revision at Journal of Econometrics).


Stochastic Analysis:

1. , , and Zhang Z. (2015). Well-posedness of Mean-field Type Forward-backward Stochastic Differential Equations. Stochastic Processes and their Applications . 125(9), 3327-3354. []

2. , , and Zhang Z. (2017). Enlargement of Filtration on Poisson Space: A Malliavin Calculus Approach. Stochastics . 90(5), 682-700. []

3. , , and Zhang Z. (2019). Poisson Discretizations of Wiener Functionals and Malliavin Operators with Wasserstein Estimates. Stochastic Processes and their Applications . 129(9), 3376-3405. []