eprintid: 108
rev_number: 10
eprint_status: archive
userid: 4
dir: disk0/00/00/01/08
datestamp: 2013-01-03 03:57:25
lastmod: 2017-01-13 02:14:02
status_changed: 2013-01-03 03:57:25
type: conference_item
metadata_visibility: show
creators_name: Tran, Thanh Luong
creators_name: Ha, Quang Thuy
creators_name: Hoang, Thi Lan Giao
creators_name: Nguyen, Linh Anh
creators_name: Nguyen, Hung Son
creators_name: Szalas, Andrzej
creators_id: thuyhq@vnu.edu.vn
corp_creators: VNU-UET
title: Concept Learning for Description Logic-Based Information Systems
ispublished: pub
subjects: IT
divisions: fac_fit
divisions: lab_sis
keywords: Educational institutions;Electronic mail;Information systems;Knowledge based systems;Machine learning;Standards;Boolean functions;bisimulation equivalence;information systems;learning (artificial intelligence);Boolean attribute;bisimulation;concept constructor;concept learning method;concept name;data role;description logic-based information system;discrete attribute;functionality;machine learning;numeric attribute;unquantified number restriction;bisimulation;concept learning;description logic;machine learning;
abstract: The work [1] by Nguyen and Szalas is a pioneering one that uses bisimulation for machine learning in the context of description logics. In this paper we generalize and extend their concept learning method [1] for description logic-based information systems. We take attributes as basic elements of the language. Each attribute may be discrete or numeric. A Boolean attribute is treated as a concept name. This approach is more general and much more suitable for practical information systems based on description logic than the one of [1]. As further extensions we allow also data roles and the concept constructors "functionality" and "unquantified number restrictions". We formulate and prove an important theorem on basic selectors. We also provide new examples to illustrate our approach.
date: 2012-08-17
date_type: published
full_text_status: none
pres_type: paper
pagerange: 65 -73
event_title: 2012 Fourth International Conference on Knowledge and Systems Engineering (KSE)
event_location: Danang, Vietnam
event_dates: 17-19 August 2012
event_type: conference
refereed: TRUE
related_url_url: http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=6299181
related_url_type: pub
citation:   Tran, Thanh Luong and Ha, Quang Thuy and Hoang, Thi Lan Giao and Nguyen, Linh Anh and Nguyen, Hung Son and Szalas, Andrzej  (2012) Concept Learning for Description Logic-Based Information Systems.  In: 2012 Fourth International Conference on Knowledge and Systems Engineering (KSE), 17-19 August 2012, Danang, Vietnam.