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An Electric Fish-Based Arithmetic Optimization Algorithm for Feature Selection
Faculty
Science
Year:
2021
Type of Publication:
ZU Hosted
Pages:
Authors:
Rehab Aly Ibrahim Muhammed
Staff Zu Site
Abstract In Staff Site
Journal:
entropy MDPI
Volume:
Keywords :
, Electric Fish-Based Arithmetic Optimization Algorithm for Feature
Abstract:
With the widespread use of intelligent information systems, a massive amount of data with lots of irrelevant, noisy, and redundant features are collected; moreover, many features should be handled. Therefore, introducing an efficient feature selection (FS) approach becomes a challenging aim. In the recent decade, various artificial methods and swarm models inspired by biological and social systems have been proposed to solve different problems, including FS. Thus, in this paper, an innovative approach is proposed based on a hybrid integration between two intelligent algorithms, Electric fish optimization (EFO) and the arithmetic optimization algorithm (AOA), to boost the exploration stage of EFO to process the high dimensional FS problems with a remarkable convergence speed. The proposed EFOAOA is examined with eighteen datasets for different real-life applications. The EFOAOA results are compared with a set of recent state-of-the-art optimizers using a set of statistical metrics and the Friedman test. The comparisons show the positive impact of integrating the AOA operator in the EFO, as the proposed EFOAOA can identify the most important features with high accuracy and efficiency. Compared to the other FS methods whereas, it got the lowest features number and the highest accuracy in 50% and 67% of the datasets, respectively.
Author Related Publications
Rehab Aly Ibrahim Muhammed, "Image Denoising using K-SVD Algorithm based on Gabor Wavelet Dictionary", International Journal of Computer Applications, 2012
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Rehab Aly Ibrahim Muhammed, "Cooperative Meta-heuristic Algorithms for Global Optimization Problems", Elseveir, 2021
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Rehab Aly Ibrahim Muhammed, "Efficient artificial intelligence forecasting models for COVID-19outbreak in Russia and Brazil", Elseveir, 2021
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Rehab Aly Ibrahim Muhammed, "Automatic clustering method to segment COVID-19 CT images", ٍٍSpringer, 2021
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Rehab Aly Ibrahim Muhammed, "Fractional Calculus-Based Slime Mould Algorithm for Feature Selection Using Rough Set", IEEE, 2021
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Department Related Publications
Alaa Hassan Attia Hassan, "Multivalent Functions with Varying Arguments", International Center for Scientific Research and Studies, Irbid, Jordan, 2013
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Alaa Hassan Attia Hassan, "Fekete-Szegö Problem for a New Class of Analytic Functions Defined by Using a Generalized Differential Operator", the Palacký University Olomouc, Czech Republic, 2013
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Usama Abdelhamid Ibrahim, "I-Proximity Spaces", Jöklarannsóknafélag Íslands, 2013
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Khaled Lotfy Mohamed Azab, "Effect of rotation for Two Temperature Generalized Thermoelasticity of Two-dimensional under thermal shock problem", Hindawi Publishing Corporation, 2013
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Khaled Lotfy Mohamed Azab, "A Mode-I crack problem for two-dimensional problem of a fiber-reinforced thermoelastic with normal mode analysis", ISSN 1992-1950 © 2013 Academic Journals, 2013
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