Classification of HCI Datasets Using Information Fusion and Weighted Frechet Distance

Aleksandar Jeremic, Huaying Li

2023

Abstract

The identification and classification of human breast cancer cells (MCF7) undergoing various treatments are widely used for studies of tumour biology and drug mechanism action. The development of adequate detection/classification strategies that would meet clinical needs is currently a subject of significant research interest as the optimal techniques are application/cell/treatment dependent. In addition to commonly used machine learning techniques for classification/clustering there has been an effort to utilize deep learning techniques as well. However, due to the fact that different cancer cells and different treatments require different data sets these techniques had rather limited success. In this paper we propose an information fusion technique that utilizes Frechet distance measures by combining their decisions in an optimal way by minimizing the overall classification error. The applicability of our results is demonstrated using real data sets with ten different treatments.

Paper Citation

in Harvard Style

Jeremic A. and Li H. (2023). Classification of HCI Datasets Using Information Fusion and Weighted Frechet Distance. In Proceedings of the 16th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2023) - Volume 4: BIOSIGNALS; ISBN 978-989-758-631-6, SciTePress, pages 340-343. DOI: 10.5220/0011798100003414

in Bibtex Style

@conference{biosignals23,
author={Aleksandar Jeremic and Huaying Li},
title={Classification of HCI Datasets Using Information Fusion and Weighted Frechet Distance},
booktitle={Proceedings of the 16th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2023) - Volume 4: BIOSIGNALS},
year={2023},
pages={340-343},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0011798100003414},
isbn={978-989-758-631-6},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 16th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2023) - Volume 4: BIOSIGNALS
TI - Classification of HCI Datasets Using Information Fusion and Weighted Frechet Distance
SN - 978-989-758-631-6
AU - Jeremic A.
AU - Li H.
PY - 2023
SP - 340
EP - 343
DO - 10.5220/0011798100003414
PB - SciTePress