Title |
A Bootstrapping Method for Building Subjectivity Lexicons for Languages with Scarce Resources |
Authors |
Carmen Banea, Rada Mihalcea and Janyce Wiebe |
Abstract |
This paper introduces a method for creating a subjectivity lexicon for languages with scarce resources. The method is able to build a subjectivity lexicon by using a small seed set of subjective words, an online dictionary, and a small raw corpus, coupled with a bootstrapping process that ranks new candidate words based on a similarity measure. Experiments performed with a rule-based sentence level subjectivity classifier show an 18% absolute improvement in F-measure as compared to previously proposed semi-supervised methods. |
Language |
Multiple languages |
Topics |
Lexicon, lexical database, Multilinguality, Other |
Full paper |
A Bootstrapping Method for Building Subjectivity Lexicons for Languages with Scarce Resources |
Slides |
A Bootstrapping Method for Building Subjectivity Lexicons for Languages with Scarce Resources |
Bibtex |
@InProceedings{BANEA08.700,
author = {Carmen Banea, Rada Mihalcea and Janyce Wiebe},
title = {A Bootstrapping Method for Building Subjectivity Lexicons for Languages with Scarce Resources},
booktitle = {Proceedings of the Sixth International Conference on Language Resources and Evaluation (LREC'08)},
year = {2008},
month = {may},
date = {28-30},
address = {Marrakech, Morocco},
editor = {Nicoletta Calzolari (Conference Chair), Khalid Choukri, Bente Maegaard, Joseph Mariani, Jan Odijk, Stelios Piperidis, Daniel Tapias},
publisher = {European Language Resources Association (ELRA)},
isbn = {2-9517408-4-0},
note = {http://www.lrec-conf.org/proceedings/lrec2008/},
language = {english}
} |