The Futility of Bias-Free Learning and Search

George D. Montanez, Jonathan Hayase, Julius Lauw +3

Building on the view of machine learning as search, we demonstrate the necessity of bias in learning, quantifying the role of bias (measured relative to a collection of possible da…