2 papers
math.ST2024
Algebraic and Statistical Properties of the Partially Regularized Ordinary Least Squares Interpolator
Letian Yang, Dennis Shen
Modern deep learning has revealed a surprising statistical phenomenon known as benign overfitting, with high-dimensional linear regression being a prominent example. This paper con…
math.ST2023
Benign overfitting beyond prediction: The ordinary least squares interpolator
Dennis Shen, Dogyoon Song, Peng Ding +1
Recent advances in deep learning have highlighted the phenomenon of benign overfitting in overparameterized statistical models, sparking significant interest in understanding its f…