Ebook: Foundations of Statistical Natural Language Proccesing

Mathematical Foundations - Linguistic Essentials - Corpus-Based Work / - Words : Collocations - Statistical Inference: n-gram Models over Sparse Data - Word Sense Disambiguation - Lexical Acquisition / - Grammar : Markov Models - Part-of-Speech Tagging - Probabilistic Context Free Grammars - Probabilistic Parsing / - Applications and Techniques : Statistical Alignment and Machine Translation - Clustering - Topics in Information Retrieval - Text Categorization.