Author Profiling of Vietnamese Forum Posts - An Investigation on Content-based Features

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Main Authors: Duong, Duc Tran, Pham, Son Bao, Tan, Hanh
Format: Article
Language:English
Published: H. : ĐHQGHN 2017
Subjects:
Online Access:http://repository.vnu.edu.vn/handle/VNU_123/60309
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Institution: Vietnam National University, Hanoi
Language: English
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spelling oai:112.137.131.14:VNU_123-603092017-11-15T20:05:34Z Author Profiling of Vietnamese Forum Posts - An Investigation on Content-based Features Duong, Duc Tran Pham, Son Bao Tan, Hanh Author profiling machine learning content-based features p. 1-10 In this paper, we investigate the author profiling task for Vietnamese forum posts to predict demographic attributes, such as gender, age, occupation, and location of the author. Although we conducted the experiments on different types of features, including style-based and content-based features, we focus more on analysis the effects of content-based features. We used machine learning approaches to perform classification tasks on datasets we collected from popular forums in Vietnamese. The results show that these kinds of features work well on such a kind of short and free style messages as forum posts, in which, content-based features achieved much better results than style-based features. 2017-11-15T03:29:22Z 2017-11-15T03:29:26Z 2017-11-15T03:29:22Z 2017-11-15T03:29:26Z 2017 Article 2588-1086 http://repository.vnu.edu.vn/handle/VNU_123/60309 en Vol 33;No 1 application/pdf H. : ĐHQGHN
institution Vietnam National University, Hanoi
building VNU Library & Information Center
country Vietnam
collection VNU Digital Repository
language English
topic Author profiling
machine learning
content-based features
spellingShingle Author profiling
machine learning
content-based features
Duong, Duc Tran
Pham, Son Bao
Tan, Hanh
Author Profiling of Vietnamese Forum Posts - An Investigation on Content-based Features
description p. 1-10
format Article
author Duong, Duc Tran
Pham, Son Bao
Tan, Hanh
author_facet Duong, Duc Tran
Pham, Son Bao
Tan, Hanh
author_sort Duong, Duc Tran
title Author Profiling of Vietnamese Forum Posts - An Investigation on Content-based Features
title_short Author Profiling of Vietnamese Forum Posts - An Investigation on Content-based Features
title_full Author Profiling of Vietnamese Forum Posts - An Investigation on Content-based Features
title_fullStr Author Profiling of Vietnamese Forum Posts - An Investigation on Content-based Features
title_full_unstemmed Author Profiling of Vietnamese Forum Posts - An Investigation on Content-based Features
title_sort author profiling of vietnamese forum posts - an investigation on content-based features
publisher H. : ĐHQGHN
publishDate 2017
url http://repository.vnu.edu.vn/handle/VNU_123/60309
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