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:
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 More
  • Hassan Mostafa Metwally, "New Rough Set Approximation Spaces", Hindawi Publishing Corporation, 2013 More
  • Hassan Mostafa Metwally, "Common Fixed Point Theorems for Fuzzy Mappings under ($\psi$, $\phi$)-weak Contraction Condition", Los Angeles, 2013 More
  • Hassan Mostafa Metwally, "New types of generalized closed sets in bitopological spaces", Elsevier, 2013 More
  • Hassan Mostafa Metwally, "On b-connectedness and b-disconnectedness and their applications", Elsevier, 2013 More

Department Related Publications

  • Heba Ibrahim Mustafa, "On lower and upper intension order relations by different cover concepts", Elsevier, 2011 More
  • 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 More
  • Elsayed Ibrahim Abdelgalil Mahmoud, "Normal Jacobi field on Riemannian manifold", SCIK Publishing Corporation, 2013 More
  • Alaa Hassan Attia Hassan, "Harmonic Univalent Functions with Varying Arguments Defined by Using Salagean Integral Operator", University of Alba Iulia, Romania, 2013 More
  • Yasser AbdelAziz Amer Tolba, "blind signal separation using adaptive generalized Gamma distribution", امريكا, 2013 More
Tweet