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Toward efficient agnostic learning

M. Kearns,R. Schapire,Linda Sellie

2004 · DOI: 10.1007/BF00993468
Machine-mediated learning · 450 Citations

TLDR

An investigation of generalizations of the Probably Approximately Correct (PAC) learning model that attempt to significantly weaken the target function assumptions is initiated, providing an initial outline of the possibilities for agnostic learning.