3 papers
stat.ME2025
Machine-Learning-Assisted Comparison of Regression Functions
Jian Yan, Zhuoxi Li, Yang Ning +1
We revisit the classical problem of comparing regression functions, a fundamental question in statistical inference with broad relevance to modern applications such as data integra…
stat.ME2025
RobustiPy: An efficient next generation multiversal library with model selection, averaging, resampling, and explainable artificial intelligence
Daniel Valdenegro, Jiani Yan, Duiyi Dai +1
Scientific inference is often undermined by the vast but rarely explored "multiverse" of defensible modelling choices, which can generate results as variable as the phenomena under…
cs.LG2024
On the Unknowable Limits to Prediction
Jiani Yan, Charles Rahal
We propose a rigorous decomposition of predictive error, highlighting that not all 'irreducible' error is genuinely immutable. Many domains stand to benefit from iterative enhancem…