Chengchun Shi
Works (11)
Updated: May 18th, 2023 05:00
2023 journal article
Deep spectral Q-learning with application to mobile health
STAT, 12(1).
author keywords: dynamic treatment regimes; mixed frequency data; principal component analysis; reinforcement learning
doi.org (publisher)
Sources: Web Of Science, ORCID
Added: May 15, 2023
2021 journal article
Concordance and Value Information Criteria for Optimal Treatment Decision
Annals of Statistics, 49(1), 49–75.
author keywords: Concordance and value information criteria; optimal treatment regime; tuning parameter selection; variable selection
Sources: Web Of Science, ORCID
Added: March 22, 2021
2021 journal article
Statistical Inference for High-Dimensional Models via Recursive Online-Score Estimation
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 116(535), 1307–1318.
author keywords: Confidence interval; Generalized linear models; Online estimation; Ultrahigh dimensions
Sources: Web Of Science, ORCID
Added: February 10, 2020
2021 article
Statistical inference of the value function for reinforcement learning in infinite-horizon settings
Shi, C., Zhang, S., Lu, W., & Song, R. (2021, December 22). JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, Vol. 12.
author keywords: bidirectional asymptotics; confidence interval; infinite horizons; reinforcement learning; value function
Sources: Web Of Science, ORCID
Added: January 3, 2022
2020 journal article
A Sparse Random Projection-Based Test for Overall Qualitative Treatment Effects
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 115(531), 1201–1213.
author keywords: High-dimensional testing; Optimal treatment regime; Precision medicine; Qualitative treatment effects; Sparse random projection
Sources: Web Of Science, ORCID
Added: July 29, 2019
2019 journal article
LINEAR HYPOTHESIS TESTING FOR HIGH DIMENSIONAL GENERALIZED LINEAR MODELS
ANNALS OF STATISTICS, 47(5), 2671–2703.
author keywords: High dimensional testing; linear hypothesis; likelihood ratio statistics; score test; Wald test
Sources: Web Of Science, ORCID
Added: August 19, 2019
2019 journal article
ON TESTING CONDITIONAL QUALITATIVE TREATMENT EFFECTS
ANNALS OF STATISTICS, 47(4), 2348–2377.
Sources: Web Of Science, ORCID
Added: June 17, 2019
2018 journal article
A Massive Data Framework for M-Estimators with Cubic-Rate
Journal of the American Statistical Association, 113(524), 1698–1709.
author keywords: Cubic rate asymptotics; Divide and conquer; M-estimators; Massive data
Sources: Web Of Science, ORCID, Crossref
Added: February 18, 2019
2018 journal article
Maximin projection learning for optimal treatment decision with heterogeneous individualized treatment effects
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 80(4), 681–702.
author keywords: Heterogeneity; Maximin projection learning; Optimal treatment regime; Quadratically constrained linear programming
Sources: Web Of Science, ORCID
Added: October 19, 2018
2016 journal article
Robust learning for optimal treatment decision with NP-dimensionality
ELECTRONIC JOURNAL OF STATISTICS, 10(2), 2894–2921.
author keywords: Non-concave penalized likelihood; optimal treatment strategy; oracle property; variable selection
Sources: Web Of Science, ORCID
Added: August 6, 2018
2016 journal article
simplexreg: An R package for regression analysis of proportional data using the simplex distribution
Journal of Statistical Software, 71(11), 1–21.
Source: NC State University Libraries
Added: August 6, 2018
