Using statistical testing in the evaluation of retrieval experiments
SIGIR '93 Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval
Foundations of statistical natural language processing
Foundations of statistical natural language processing
Retrieving collocations by co-occurrences and word order constraints
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Methods for the qualitative evaluation of lexical association measures
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ULA '02 Proceedings of the ACL-02 workshop on Unsupervised lexical acquisition - Volume 9
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HLT-NAACL-PARALLEL '03 Proceedings of the HLT-NAACL 2003 Workshop on Building and using parallel texts: data driven machine translation and beyond - Volume 3
An extensive empirical study of collocation extraction methods
ACLstudent '05 Proceedings of the ACL Student Research Workshop
Nadja Nesselhauf, Collocations in a Learner Corpus
Machine Translation
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GoTAL '08 Proceedings of the 6th international conference on Advances in Natural Language Processing
Mapping General-Specific Noun Relationships to WordNet Hypernym/Hyponym Relations
EKAW '08 Proceedings of the 16th international conference on Knowledge Engineering: Practice and Patterns
Evolving new lexical association measures using genetic programming
HLT-Short '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Short Papers
CoNLL '08 Proceedings of the Twelfth Conference on Computational Natural Language Learning
Extending lexical association measures for collocation extraction
Computer Speech and Language
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Proceedings of the 18th ACM conference on Information and knowledge management
A re-examination of lexical association measures
MWE '09 Proceedings of the Workshop on Multiword Expressions: Identification, Interpretation, Disambiguation and Applications
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COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Automatic extraction of NV expressions in Basque: basic issues on cooccurrence techniques
MWE '11 Proceedings of the Workshop on Multiword Expressions: from Parsing and Generation to the Real World
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MWE '11 Proceedings of the Workshop on Multiword Expressions: from Parsing and Generation to the Real World
Combining evidence for automatic extraction of terms
PReMI'11 Proceedings of the 4th international conference on Pattern recognition and machine intelligence
Two-Word Collocation Extraction Using Monolingual Word Alignment Method
ACM Transactions on Intelligent Systems and Technology (TIST)
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Lexical co-occurrence, statistical significance, and word association
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
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SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
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Proceedings of the 21st ACM international conference on Information and knowledge management
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Expert Systems with Applications: An International Journal
Estimation of a Priori Decision Threshold for Collocations Extraction: An Empirical Study
International Journal of Information Technology and Web Engineering
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We introduce the possibility of combining lexical association measures and present empirical results of several methods employed in automatic collocation extraction. First, we present a comprehensive summary overview of association measures and their performance on manually annotated data evaluated by precision-recall graphs and mean average precision. Second, we describe several classification methods for combining association measures, followed by their evaluation and comparison with individual measures. Finally, we propose a feature selection algorithm significantly reducing the number of combined measures with only a small performance degradation.