Generalized Expectation Criteria

Andrew McCallum, Gideon S. Mann, Gregory Druck · 2007

This note describes generalized expectation (GE) criteria, a framework for incorporating preferences about model expectations into parameter estimation objective functions. We discuss relations to other methods, various learning paradigms it supports, and applications that can leverage its flexibility.

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