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Sparse bayesian classification of predicate arguments

Johansson, Richard LU and Nugues, Pierre LU (2005) Ninth Conference on Computational Natural Language Learning In CoNLL-2005: Proceedings of the Ninth Conference on Computational Natural Language Learning, 43rd Annual Meeting of the Association of Computational Linguistics p.177-200
Abstract
We present an application of Sparse Bayesian Learning to the task of semantic role labeling, and we demonstrate that this method produces smaller classifiers than the popular Support Vector approach. We describe the classification strategy and the features used by the classifier. In particular, the contribution of six parse tree path features is investigated.
Please use this url to cite or link to this publication:
author
organization
publishing date
type
Chapter in Book/Report/Conference proceeding
publication status
published
subject
keywords
machine learning, Natural language processing, semantic analysis
in
CoNLL-2005: Proceedings of the Ninth Conference on Computational Natural Language Learning, 43rd Annual Meeting of the Association of Computational Linguistics
pages
4 pages
publisher
Association for Computational Linguistics
conference name
Ninth Conference on Computational Natural Language Learning
external identifiers
  • Scopus:35348844434
language
English
LU publication?
yes
id
df909f4b-e752-46ee-ac6b-54c0fa1fefc0 (old id 632106)
alternative location
http://www.aclweb.org/anthology/W05-0624.pdf
date added to LUP
2007-11-28 12:20:04
date last changed
2016-10-13 04:40:45
@misc{df909f4b-e752-46ee-ac6b-54c0fa1fefc0,
  abstract     = {We present an application of Sparse Bayesian Learning to the task of semantic role labeling, and we demonstrate that this method produces smaller classifiers than the popular Support Vector approach. We describe the classification strategy and the features used by the classifier. In particular, the contribution of six parse tree path features is investigated.},
  author       = {Johansson, Richard and Nugues, Pierre},
  keyword      = {machine learning,Natural language processing,semantic analysis},
  language     = {eng},
  pages        = {177--200},
  publisher    = {ARRAY(0x58f67b0)},
  series       = {CoNLL-2005: Proceedings of the Ninth Conference on Computational Natural Language Learning, 43rd Annual Meeting of the Association of Computational Linguistics},
  title        = {Sparse bayesian classification of predicate arguments},
  year         = {2005},
}