Sparse bayesian classification of predicate arguments
Johansson, Richard LU and Nugues, Pierre LU
(2005)
Ninth Conference on Computational Natural Language Learning
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:
https://lup.lub.lu.se/record/632106
- author
- Johansson, Richard
LU
and Nugues, Pierre
LU
- organization
- publishing date
- 2005
- type
- Chapter in Book/Report/Conference proceeding
- publication status
- published
- subject
- keywords
- machine learning, Natural language processing, semantic analysis
- host publication
- 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
- conference location
- Ann Arbor, United States
- conference dates
- 2005-06-29 - 2005-06-30
- 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
- 2016-04-04 10:34:29
- date last changed
- 2022-04-23 23:15:06
@inproceedings{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}},
booktitle = {{CoNLL-2005: Proceedings of the Ninth Conference on Computational Natural Language Learning, 43rd Annual Meeting of the Association of Computational Linguistics}},
keywords = {{machine learning; Natural language processing; semantic analysis}},
language = {{eng}},
pages = {{177--200}},
publisher = {{Association for Computational Linguistics}},
title = {{Sparse bayesian classification of predicate arguments}},
url = {{http://www.aclweb.org/anthology/W05-0624.pdf}},
year = {{2005}},
}