3 papers
stat.ME2026
Fingerprint Analysis for Climate Change Detection and Attribution under a Latent Factor Model
Haoran Li, Yan Li
Detection and attribution (D\&A) analyses provide a statistical framework for quantifying the contribution of external forcings to observed climate change. Optimal fingerprinting,…
stat.ME2026
Adaptable Fingerprinting with Nonlinear Shrinkage for Climate Change Detection and Attribution under Variance Heterogeneity
Haoran Li, Yan Li
Detection and attribution of climate change relies on fingerprinting--a linear errors-in-variables regression framework in which both predictors and responses exhibit internal vari…
stat.ME2025
Regularized Fingerprinting with Linearly Optimal Weight Matrix in Detection and Attribution of Climate Change
Haoran Li, Yan Li
Climate change detection and attribution play a central role in establishing the causal influence of human activities on global warming. The dominant framework, optimal fingerprint…