Syntax-based collocation extraction
著者
書誌事項
Syntax-based collocation extraction
(Text, speech, and language technology, v. 44)
Springer, c2011
- : hbk
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注記
Includes bibliographical references(p.199-211) and index
内容説明・目次
内容説明
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.
目次
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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