A Survey on Applications of One Class Classification

Navya V K, Shyam P Joy

2025

Abstract

One Class Classification (OCC) is used to address the issues related to class imbalance datasets where there are less samples of negative class, and training is done using a single positive class.Many algorithms have been developed to generate OCC models. This paper presents a survey on applications using OCC.The surveys on similar topics were covered from 2010 to 2021. This paper presents the research developments after 2021. The various methods used with each application along with the different datasets and its accuracies are discussed

Paper Citation

in Harvard Style

V K N. and P Joy S. (2025). A Survey on Applications of One Class Classification. In Proceedings of the 3rd International Conference on Futuristic Technology - Volume 1: INCOFT; ISBN 978-989-758-763-4, SciTePress, pages 748-755. DOI: 10.5220/0013585100004664

in Bibtex Style

@conference{incoft25,
author={Navya V K and Shyam P Joy},
title={A Survey on Applications of One Class Classification},
booktitle={Proceedings of the 3rd International Conference on Futuristic Technology - Volume 1: INCOFT},
year={2025},
pages={748-755},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013585100004664},
isbn={978-989-758-763-4},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 3rd International Conference on Futuristic Technology - Volume 1: INCOFT
TI - A Survey on Applications of One Class Classification
SN - 978-989-758-763-4
AU - V K N.
AU - P Joy S.
PY - 2025
SP - 748
EP - 755
DO - 10.5220/0013585100004664
PB - SciTePress