eprintid: 4043
rev_number: 16
eprint_status: archive
userid: 307
dir: disk0/00/00/40/43
datestamp: 2020-08-02 06:20:00
lastmod: 2020-08-02 06:21:31
status_changed: 2020-08-02 06:20:00
type: conference_item
metadata_visibility: show
creators_name: Nguyen, Thi Cham
creators_name: Pham, Thi Ngan
creators_name: Nguyen, Minh Chau
creators_name: Nguyen, Tri Thanh
creators_name: Ha, Quang Thuy
creators_id: nthicham@hpmu.edu.vn
creators_id: ntthanh@vnu.edu.vn
creators_id: thuyhq@vnu.edu.vn
corp_creators: Trường Đại học Công nghệ, ĐHQGHN
corp_creators: Trường Đại học Y Dược Hải Phòng
title: A Lifelong Sentiment Classification Framework Based on a Close Domain Lifelong Topic Modeling Method
ispublished: pub
subjects: IT
divisions: fac_fit
abstract: In lifelong machine learning, the determination of the hypotheses related to the current task is very meaningful thanks to the reduction of the space to look for the knowledge patterns supporting for solving the current task. However, there are few studies for this problem. In this paper, we propose the definitions for measuring the “close domains to the current domain”, and a lifelong sentiment classification method based on using the close domains for topic modeling the current domain. Experimental results on sentiment datasets of product reviews from Amazon.com show the promising performance of system and the effectiveness of our approach.
date: 2020-03-04
date_type: published
official_url: http://dx.doi.org/10.1007/978-3-030-41964-6_50
id_number: 10.1007/978-3-030-41964-6_50
full_text_status: none
pres_type: paper
volume: 12033
pagerange: 575-585
event_title: Asian Conference on Intelligent Information and Database Systems
event_location: Phuket, Thailand
event_dates: 23-26 March, 2020
event_type: conference
refereed: TRUE
issn: 0302-9743
book_title: Intelligent Information and Database Systems
citation:   Nguyen, Thi Cham and Pham, Thi Ngan and Nguyen, Minh Chau and Nguyen, Tri Thanh and Ha, Quang Thuy  (2020) A Lifelong Sentiment Classification Framework Based on a Close Domain Lifelong Topic Modeling Method.  In: Asian Conference on Intelligent Information and Database Systems, 23-26 March, 2020, Phuket, Thailand.