Table of Contents
Statistical NLP: Lecture 7
Introduction
Definition (w.r.t Computational and Statistical Literature)
Other Definitions/Notions (w.r.t. Linguistic Literature) I
Linguistic Subclasses of Collocations
Overview of the Collocation Detecting Techniques Surveyed
Frequency (Justeson & Katz, 1995)
Mean and Variance (Smadja et al., 1993)
Hypothesis Testing I: Overview
Hypothesis Testing II: The t test
Hypothesis Testing II: Hypothesis testing of differences (Church & Hanks, 1989
Pearson’s Chi-Square test I: Method
Pearson’s Chi-Square test II: Applications
Likelihood Ratios I: Within a single corpus (Dunning, 1993)
Likelihood Ratios II: Between two or more corpora (Damerau, 1993)
Mutual Information
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