Tianchen Qian
Scholar

Tianchen Qian

Google Scholar ID: HAgN_LsAAAAJ
Assistant Professor of Statistics, University of California, Irvine
Causal InferenceMobile HealthLongitudinal DataReinforcement Learning
Citations & Impact
All-time
Citations
698
 
H-index
15
 
i10-index
19
 
Publications
20
 
Co-authors
9
list available
Resume (English only)
Academic Achievements
  • Paper 'Distal Causal Excursion Effects: Modeling Long-Term Effects of Time-Varying Treatments in Micro-Randomized Trials' accepted by Biometrics (Aug. 2025)
  • Paper 'Modeling time-varying effects of mobile health interventions using longitudinal functional data from Heartsteps micro-randomized trial' accepted by Annals of Applied Statistics (Apr. 2025)
  • Developed R package 'MRTAnalysis' with functions dcee() and mcee() for distal and mediated causal excursion effect estimation (Sep. 2025)
  • Multiple preprints on arXiv covering causal inference, dynamic mediation, and MRT design
  • Ph.D. student Jiaxin Yu awarded 'The Beall Family Foundation Graduate Student Social Impact Award in Statistics' (Apr. 2025)
  • Ph.D. student Jeremy Lin’s AAIC submission accepted as a poster (Apr. 2025)
  • Invited talk at Banff Workshop on 'Causal inference and machine learning in mobile health' (Feb. 2025)
Background
  • Assistant Professor in the Department of Statistics at University of California, Irvine
  • Affiliated with UCI's Alzheimer's Disease Research Center (ADRC) and Institute for Future Health (IFH)
  • Research focuses on developing data science tools for optimizing adaptive digital interventions
  • Key research areas: causal inference in longitudinal settings with time-varying treatments, experimental design for micro-randomized trials (MRTs) in mHealth, and policy learning from offline/online data
  • Collaborates with scientists across domains including physical activity, substance abuse, smoking cessation, weight management, drinking behavior, and anger management
  • Additional research interests: semiparametric efficiency theory, clinical trial design and analysis, Alzheimer’s disease and related dementia