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Authors: Ali Asghar Rahmani Hosseinabadi 1 ; Mehdi Sadeghilalimi 1 ; Morteza Babazadeh Shareh 2 ; Malek Mouhoub 1 and Samira Sadaoui 1

Affiliations: 1 University of Regina, 3737 Wascana Parkway, Regina, Canada ; 2 Islamic Azad University, Babol Branch, Babol, Iran

Keyword(s): Feature Importance, Meta-heuristics Optimization, Nature-inspired Techniques, Combinatorial Optimization, Supervised Learning.

Abstract: This study aims to improve disease detection accuracy by incorporating a discrete version of the Whale Optimization Algorithm (WOA) into a supervised classification framework (KNN). We devise the discrete WOA by redefining the related components to operate on discrete spaces. More precisely, we redefine the notion of distance (between individuals in WOA), and propose a random exploration function to include more diversity. The latter includes the random move defined in the WOA algorithm, as well as two other random techniques based on the crossover and mutation operators. To assess the performance of our proposed method, we conducted experiments on two benchmark medical datasets. The results demonstrate the efficacy of the hybrid approach, WOA+KNN.

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Paper citation in several formats:
Hosseinabadi, A.; Sadeghilalimi, M.; Shareh, M.; Mouhoub, M. and Sadaoui, S. (2022). Whale Optimization-based Prediction for Medical Diagnostic. In Proceedings of the 14th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART; ISBN 978-989-758-547-0; ISSN 2184-433X, SciTePress, pages 211-217. DOI: 10.5220/0010802200003116

@conference{icaart22,
author={Ali Asghar Rahmani Hosseinabadi. and Mehdi Sadeghilalimi. and Morteza Babazadeh Shareh. and Malek Mouhoub. and Samira Sadaoui.},
title={Whale Optimization-based Prediction for Medical Diagnostic},
booktitle={Proceedings of the 14th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART},
year={2022},
pages={211-217},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010802200003116},
isbn={978-989-758-547-0},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 14th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART
TI - Whale Optimization-based Prediction for Medical Diagnostic
SN - 978-989-758-547-0
IS - 2184-433X
AU - Hosseinabadi, A.
AU - Sadeghilalimi, M.
AU - Shareh, M.
AU - Mouhoub, M.
AU - Sadaoui, S.
PY - 2022
SP - 211
EP - 217
DO - 10.5220/0010802200003116
PB - SciTePress

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