4 papers
Sensitivity Analysis for the Test-Negative Design
Soumyabrata Kundu, Peng Ding, Jingshu Wang +1
The test-negative design has become popular for evaluating the effectiveness of post-licensure vaccines using observational data. In addition to its logistical convenience on data…
Principled analysis of crossover designs: causal effects, efficient estimation, and robust inference
Zhichao Jiang, Peng Ding
Crossover designs randomly assign each unit to receive a sequence of treatments. By comparing outcomes within the same unit, these designs can effectively eliminate between-unit va…
Linear Model and Extensions
Peng Ding
I developed the lecture notes based on my ``Linear Model'' course at the University of California, Berkeley over the past ten years. This book provides an intermediate-level introd…
Causal inference in network experiments: regression-based analysis and design-based properties
Mengsi Gao, Peng Ding
Network experiments are powerful tools for studying spillover effects, which avoid endogeneity by randomly assigning treatments to units over networks. However, it is non-trivial t…