eprintid: 3471
rev_number: 26
eprint_status: archive
userid: 307
dir: disk0/00/00/34/71
datestamp: 2019-06-04 14:51:17
lastmod: 2019-06-04 14:51:17
status_changed: 2019-06-04 14:51:17
type: conference_item
metadata_visibility: show
creators_name: Nguyen, Ngoc Vu
creators_name: Nguyen, Thi Lan
creators_name: Nguyen, Thi Cam Van
creators_name: Tran, Mai Vu
creators_name: Ha, Quang Thuy
creators_id: vunnciren@gmail.com
creators_id: nguyenthilanuet96@gmail.com
creators_id: nguyenthicamvan711@gmail.com
creators_id: vutm@vnu.edu.vn
creators_id: thuyhq@vnu.edu.vn
title: A Character-Level Deep Lifelong Learning Model for Named Entity Recognition in Vietnamese Text
ispublished: pub
subjects: IT
divisions: fac_fit
abstract: Lifelong Machine Learning (LML) is a continuous learning process, in which the knowledge learned from previous tasks is accumulated in the knowledge base, then the knowledge will be used to support future learning tasks, for which it may be only a few of samples exists. However, there is a little of studies on LML based on deep neural networks for Named Entity Recognition (NER), especial in Vietnamese. We propose DeepLML-NER model, a lifelong learning model based on using deep learning methods with a CRFs layer, for NER in Vietnamese text. DeepLML-NER includes an algorithm to extract the knowledge of “prefix-features” of Named Entities in previous domains. Then the model uses the knowledge stored in the knowledge base to solve a new NER task. The effect of the model was demonstrated by in-domain and cross-domain experiments, achieving promising results.
date: 2019-04-08
date_type: published
official_url: https://link.springer.com/chapter/10.1007%2F978-3-030-14799-0_8
contact_email: thuyhq@vnu.edu.vn
full_text_status: none
pres_type: paper
pagerange: 90-102
event_title: ACIIDS 2019: Intelligent Information and Database Systems
event_location: Yogyakarta, Indonesia
event_dates: 8-11 April 2019
event_type: conference
refereed: TRUE
citation:   Nguyen, Ngoc Vu and Nguyen, Thi Lan and Nguyen, Thi Cam Van and Tran, Mai Vu and Ha, Quang Thuy  (2019) A Character-Level Deep Lifelong Learning Model for Named Entity Recognition in Vietnamese Text.  In: ACIIDS 2019: Intelligent Information and Database Systems, 8-11 April 2019, Yogyakarta, Indonesia.