3 papers
math.ST2025
The typicality principle and its implications for statistics and data science
Yiran Jiang, Zeyu Zhang, Ryan Martin +1
A central focus of data science is the transformation of empirical evidence into knowledge. As such, the key insights and scientific attitudes of deep thinkers like Fisher, Popper,…
stat.OT2024
Towards Strong AI: Transformational Beliefs and Scientific Creativity
Samuel J. Eschker, Chuanhai Liu
Strong artificial intelligence (AI) is envisioned to possess general cognitive abilities and scientific creativity comparable to human intelligence, encompassing both knowledge acq…
stat.ME2024
Finite Sample Valid Inference via Calibrated Bootstrap
Yiran Jiang, Chuanhai Liu, Heping Zhang
While widely used as a general method for uncertainty quantification, the bootstrap method encounters difficulties that raise concerns about its validity in practical applications.…