Titlebook: New Developments in Parsing Technology; Harry Bunt,John Carroll,Giorgio Satta Book 2004 Springer Science+Business Media B.V. 2004 Analysis

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Parameter Estimation for Statistical Parsing Models: Theory and Practice of Distribution-Free Metho statistical learning theory. We then show how important concepts from the classification literature-specifically, generalization results based on margins on training data — can be derived for parsing models. Finally, we describe parameter estimation algorithms which are motivated by these generalization bounds.

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