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University of Washington Ling472 Introduction to Computational Linguistics Lecture 1: Introduction Mathematics • Probability – Modeling the occurrence(s) of events • Statistics – Application of probabilistic models • Set Theory – Intersection, Union, Exclusion • Logic – Boolean logic – First order logic (predicate calculus) – Markov (probabilistic) logic, entailment • Information Theory – Entropy – Shannon channels • Advanced Math – Kernel functions (for Support Vector Machines…) – Matrix decomposition (i.e. Singular Value Decomposition…) Monday, April 1, 2013 14
University of Washington Ling472 Introduction to Computational Linguistics Lecture 1: Introduction • Two ambitions are at different stages of realization – Natural Language Processing (NLP) – Natural Language Understanding (NLU) Monday, April 1, 2013 15
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