Intelligent Decision Support System for Precision Medicine; Time Series Multi-variable Approach for Data Processing

Nasim Sadat Mosavi, Manuel Filipe Santos

2022

Abstract

This study has introduced a new approach to clinical data processing. Clinical data is unstructured, heterogeneous, and comes from various resources. Although, the challenges associated with processing such data have been discussed widely in literature, addressing those aspects is fragmented and case-based. This paper presents the initial outcome of applying the Time series Multi-Variables model (TsMV) to 12 different datasets from Intensive Care Units (ICU), medications, and laboratories. TsMV supports the development of an Intelligent Decision Support System for PM (IDSS4PM) by preparing effective data. Moreover, the CRISP-DM methodology was employed, and based on the proposed solution, we have adjusted the significant steps to CRISP-DM, where those extra phases are essential for taking future works.

Paper Citation

in Harvard Style

Mosavi N. and Santos M. (2022). Intelligent Decision Support System for Precision Medicine; Time Series Multi-variable Approach for Data Processing. In Proceedings of the 14th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2022) - Volume 3: KMIS; ISBN 978-989-758-614-9, SciTePress, pages 231-238. DOI: 10.5220/0011590600003335

in Bibtex Style

@conference{kmis22,
author={Nasim Sadat Mosavi and Manuel Filipe Santos},
title={Intelligent Decision Support System for Precision Medicine; Time Series Multi-variable Approach for Data Processing},
booktitle={Proceedings of the 14th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2022) - Volume 3: KMIS},
year={2022},
pages={231-238},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0011590600003335},
isbn={978-989-758-614-9},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 14th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2022) - Volume 3: KMIS
TI - Intelligent Decision Support System for Precision Medicine; Time Series Multi-variable Approach for Data Processing
SN - 978-989-758-614-9
AU - Mosavi N.
AU - Santos M.
PY - 2022
SP - 231
EP - 238
DO - 10.5220/0011590600003335
PB - SciTePress