eprintid: 4751
rev_number: 8
eprint_status: archive
userid: 286
dir: disk0/00/00/47/51
datestamp: 2022-08-22 03:58:02
lastmod: 2022-08-22 03:58:02
status_changed: 2022-08-22 03:58:02
type: conference_item
metadata_visibility: show
creators_name: Pham, Thanh-Huyen
creators_name: Van-Tuan, Phan
creators_name: Thi-Ngan, Pham
creators_name: Thi-Hong, Vuong
creators_name: Tri-Thanh, Nguyen
creators_name: Quang-Thuy, Ha
creators_id: phamthanhhuyen@daihochalong.edu.vn
creators_id: blanctuan@gmail.com
creators_id: ptngan2012@gmail.com
creators_id: hongvtn@vnu.edu.vn
creators_id: ntthanh@vnu.edu.vn
creators_id: thuyhq@vnu.edu.vn
title: A multi-label classification framework using the covering based decision table
ispublished: inpress
subjects: IT
subjects: isi_scopus_conf
divisions: fac_fit
abstract: Multi-label classification (MLC) has recently drawn much attention thanks to its usefulness and omnipresence in real-world applications, in which objects may be characterized by more than one labels. One of the challenges in MLC is to deter-mine the relationship between the labels due to the fact that there is not any as-sumptions of the independence between labels, and there is not any information and knowledge about these relationships in a training dataset. Recently, many re-searches have focused on exploiting these label relationships to enhance the per-formance of the classification, however there have not many of them using the covering rough set. This paper propose a multi-label classification algorithm named CDTML, based on ML-KNN algorithm, using covering based decision table which exploits the relationship between labels to enhance the performance of the multi-label classifier. The experimental results on serveral dataset of Enron, Medical and a Vietnamese dataset of hotel reviews shown the effectiveness of the proposed algorithm.
date_type: published
full_text_status: none
pres_type: paper
event_title: 14th Asian Conference on Intelligent Information and Database Systems
event_location: Ho Chi Minh City, Vietnam
event_type: conference
refereed: FALSE
citation:   Pham, Thanh-Huyen and Van-Tuan, Phan and Thi-Ngan, Pham and Thi-Hong, Vuong and Tri-Thanh, Nguyen and Quang-Thuy, Ha   A multi-label classification framework using the covering based decision table.  In: 14th Asian Conference on Intelligent Information and Database Systems, Ho Chi Minh City, Vietnam.    (In Press)