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Improved evolutionary-based feature selection technique using extension of knowledge based on the rough approximations
Faculty
Science
Year:
2022
Type of Publication:
ZU Hosted
Pages:
Authors:
Hassan Mostafa Metwally
Staff Zu Site
Abstract In Staff Site
Journal:
Information Sciences Elsevier
Volume:
Keywords :
Improved evolutionary-based feature selection technique using extension
Abstract:
This paper establishes an innovative approach of rough set (RS) approximations, namely the extension of knowledge based on the rough approximation (EKRA), which generalizes the old concepts and gets preferable results by reducing the boundary regions. In contrast to the former RS methods that obtained upper and lower approximations by several methods for special cases of binary relations. In addition, to assess the applicability of this approach it is combined with LSHADE with semi-parameter adaptation combined with CMA-ES (LSHADE-SPACMA) as a feature selection method, where EKRA is used as an objective function. The developed FS approach, named, LSPEKRA, which depends on LSHADESPACMA and EKRA aims to find the relevant features. This leads to improving the classification of different datasets. The experimental results show the great performance of the presented method against other Evolutionary algorithms. In addition, the FS methods based on EKRA provide results better than traditional RS in terms of performance measures.
Author Related Publications
Hassan Mostafa Metwally, "On generalized projective P-curvature tensor", Elsevier, 2021
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Hassan Mostafa Metwally, "New Rough Set Approximation Spaces", Hindawi Publishing Corporation, 2013
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Hassan Mostafa Metwally, "New types of generalized closed sets in bitopological spaces", Elsevier, 2013
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Department Related Publications
Heba Ibrahim Mustafa, "On lower and upper intension order relations by different cover concepts", Elsevier, 2011
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Nagla Ameen Mohamed Hssan, "On the Reliability of Multi-State m-consecutive-at least-k-out-of-n: F Systems", Foundation of Computer Science (FCS), New York, USA, 2013
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Elsayed Ibrahim Abdelgalil Mahmoud, "Normal Jacobi field on Riemannian manifold", SCIK Publishing Corporation, 2013
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Alaa Hassan Attia Hassan, "Harmonic Univalent Functions with Varying Arguments Defined by Using Salagean Integral Operator", University of Alba Iulia, Romania, 2013
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Yasser AbdelAziz Amer Tolba, "blind signal separation using adaptive generalized Gamma distribution", امريكا, 2013
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