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Computer Science - Artificial Intelligence | Syntax-Based Collocation Extraction

Syntax-Based Collocation Extraction

Seretan, Violeta

2011, XII, 220 p.

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  • Comprehensive, balanced, and up-to-date information on a key topic
  • Describes and evaluates sophisticated, large-scale methods based on the emerging syntactic approach
  • Multilingual data provide results and discuss examples in English, French, Italian and Spanish
  • Includes discussion of theoretical issues as well as illustrations of practical implementations
Syntax-Based Collocation Extraction is the first book to offer a comprehensive, up-to-date review of the theoretical and applied work on word collocations. Backed by solid theoretical results, the computational experiments described based on data in four languages provide support for the book’s basic argument for using syntax-driven extraction as an alternative to the current cooccurrence-based extraction techniques to efficiently extract collocational data. The work described in Syntax-Based Collocation Extraction focuses on using linguistic tools for corpus-based identification of collocations. It takes advantage of recent advances in parsing to propose a novel deep syntactic analytic collocation extraction that has applicability to a range of important core tasks in Computational Linguistics. The book is useful for anyone interested in computational analysis of texts, collocation phenomena, and multi-word expressions in general.

Content Level » Research

Keywords » Collocations - Corpora - Corpus-based - Extraction method - Lexical Resources - Multi-Word Expressions - Multilingualism - Parsing - Syntactic Parsing - Translation Aids

Related subjects » Artificial Intelligence - Linguistics

Table of contents 

1. Introduction .- 1.1 Collocations and Their Relevance for NLP . 1.2 The Need for Syntax-Based Collocation Extraction . 1.3 Aims . 1.4 Chapters Outline .- 2. On Collocations . 2.1. Introduction . 2.2 A Survey of Definitions . 2.3 Towards a Core Collocation Concept . 2.4 Theoretical Perspectives on Collocations . 2.5 Linguistic Descriptions . 2.6 What collocation means in this book . 2.7 Summary .- 3. Survey of Extraction Methods . 3.1 Introduction . 3.2 Extraction Techniques . 3.3 Linguistic Preprocessing . 3.4 Survey of the State of the Art . 3.5 Summary .- 4. Syntax-Based Extraction . 4.1 Introduction . 4.2 The Fips Multilingual Parser . 4.3 Extraction Method . 4.4 Evaluation . 4.5 Qualitative Analysis . 4.6 Discussion . 4.7 Summary .- 5. Extensions . 5.1 Identification of Complex Collocations . 5.2 Data-Driven Induction of Syntactic Patterns . 5.3 Corpus-Based Collocation Translation . 5.4 Summary .- 6. Conclusion . 6.1 Main Contributions . 6.2 Future Directions .- References .- A. List of Collocation Dictionaries .- B. List of Collocation Definitions .- C. Association Measures – Mathematical Notes .- D. Monolingual Evaluation (Experiment 1) .- E. Cross-lingual Evaluation (Experiment 2) .- F. Output Comparison

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