eprintid: 112
rev_number: 9
eprint_status: archive
userid: 4
dir: disk0/00/00/01/12
datestamp: 2013-01-08 07:24:30
lastmod: 2015-05-22 08:05:42
status_changed: 2013-01-08 07:24:30
type: conference_item
metadata_visibility: show
creators_name: Dinh, Phu Hung
creators_name: Nguyen, Ngoc Khuong
creators_name: Le, Anh Cuong
creators_id: cuongla@vnu.edu.vn
corp_creators: VNU-UET
title: Combining Statistical Machine Learning with Transformation Rule Learning for Vietnamese Word Sense Disambiguation
ispublished: pub
subjects: IT
subjects: IT_CS
divisions: fac_fit
keywords: Accuracy;Context;Data models;Learning systems;Machine learning;Niobium;Training;learning (artificial intelligence);natural language processing;statistical analysis;Vietnamese word sense disambiguation;general statistical model;statistical machine learning model;transformation based learning;transformation rule learning;
abstract: Word Sense Disambiguation (WSD) is the task of determining the right sense of a word depending on the context it appears. Among various approaches developed for this task, statistical machine learning methods have been showing their advantages in comparison with others. However, there are some cases which cannot be solved by a general statistical model. This paper proposes a novel framework, in which we use the rules generated by transformation based learning (TBL) to improve the performance of a statistical machine learning model. This framework can be considered as a combination of a rule-based method and statistical based method. We have developed this method for the problem of Vietnamese WSD and achieved some promising results.
date: 2012-03-01
date_type: published
official_url: http://10.1109/rivf.2012.6169827
full_text_status: none
pres_type: paper
pagerange: 1 -6
event_title: 2012 IEEE RIVF International Conference on Computing and Communication Technologies, Research, Innovation, and Vision for the Future (RIVF)
event_location: Ho Chi Minh city
event_dates: February 27 - March 1, 2012
event_type: conference
refereed: TRUE
citation:   Dinh, Phu Hung and Nguyen, Ngoc Khuong and Le, Anh Cuong  (2012) Combining Statistical Machine Learning with Transformation Rule Learning for Vietnamese Word Sense Disambiguation.  In: 2012 IEEE RIVF International Conference on Computing and Communication Technologies, Research, Innovation, and Vision for the Future (RIVF), February 27 - March 1, 2012, Ho Chi Minh city.