ETRO VUB
About ETRO  |  News  |  Events  |  Vacancies  |  Contact  
Home Research Education Industry Publications About ETRO

ETRO Publications

Full Details

Conference Publication

Training Set Edition Using Rough Set Theory for Semi-supervised Classification

Host Publication: 2nd International Symposium on Fuzzy and Rough Sets

Authors: I. Del Carmen Grau Garcia, G. Napoles, D. Sengupta, M. M. Garcia Lorenzo and A. Nowé

Publisher: Editorial Feijoó

Publication Date: Oct. 2017

Number of Pages: 10


Abstract:

Semi-supervised Classification (SSC) is becoming an attractive research filed due to the emergence of real-world problems on which the number of unlabeled examples exceeds the labeled ones. The natural complexity of this kind of problems rices up when designing algorithms with some interpretability features. In order to overcome this challenge, a novel SSC model called Self-labeling Grey-box (SlGb) has been recently proposed. The SlGb algorithm uses a black-box classifier to enlarge the dataset with the unlabeled examples and a white-box to build an interpretable model. In this paper, we attempt boosting the prediction rates of the SlGb algorithm by editing the training set using the knowledge acquired with rough sets. This can be achieved by weighting the instances according to their inclusion degree to rough information granules before building the final, white-box classification model.

Other Reference Styles
Other Publications

• Journal publications

IRIS • LAMI • AVSP

• Conference publications

IRIS • LAMI • AVSP

• Book publications

IRIS • LAMI • AVSP

• Reports

IRIS • LAMI • AVSP

• Laymen publications

IRIS • LAMI • AVSP

• PhD Theses

Search ETRO Publications

Author:

Keyword:  

Type:








- Contact person

- IRIS

- AVSP

- LAMI

- Contact person

- Thesis proposals

- ETRO Courses

- Contact person

- Spin-offs

- Know How

- Journals

- Conferences

- Books

- Vacancies

- News

- Events

- Press

Contact

ETRO Department

info@etro.vub.ac.be

Tel: +32 2 629 29 30

©2019 • Vrije Universiteit Brussel • ETRO Dept. • Pleinlaan 2 • 1050 Brussels • Tel: +32 2 629 2930 (secretariat) • Fax: +32 2 629 2883 • WebmasterDisclaimer