If a concept class can be represented with a certain amount of memory, can it be efficiently learned with the same amount of memory? What concepts can be efficiently learned by algorithms that extract only a few bits of information from each example? We introduce a formal framework for studying these questions, and investigate the relationship b...
Valiant, Gregory (Stanford University)
University of Minnesota, Institute for Mathematics and its Applications.