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Feature importance guided autoencoder for dimensionality reduction in intrusion detection systems.

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Title: Feature importance guided autoencoder for dimensionality reduction in intrusion detection systems.
Authors: Abdel-Rahman MA; Department of Computer Engineering and Systems, Ain Shams University, Cairo, Egypt. mohamed96elsheikh@gmail.com., Alluhaidan AS; Department of Information Systems, College of Computer and Information Science, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia. asalluhaidan@pnu.edu.sa., El-Rahman SA; Computer Systems program - Electrical Engineering Department, Faculty of Engineering - Shoubra, Benha University, Cairo, Egypt., Masnour AE; Faculty of Computer Science, Misr International University, Cairo, Egypt., Amar ASI; Egyptian Technical Research and Development Center, Cairo, Egypt., Sobh MA; Department of Computer Engineering and Systems, Ain Shams University, Cairo, Egypt., Bahaa-Eldin AM; Department of Computer Engineering and Systems, Ain Shams University, Cairo, Egypt., Shamseldin T; Technical Research Center, Cairo, Egypt., Shalaby M; Faculty of Computer Science, Misr International University, Cairo, Egypt.
Source: Scientific reports [Sci Rep] 2026 Feb 04; Vol. 16 (1), pp. 5013. Date of Electronic Publication: 2026 Feb 04.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE; PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Abdel-Rahman+MA%22">Abdel-Rahman MA</searchLink>; Department of Computer Engineering and Systems, Ain Shams University, Cairo, Egypt. mohamed96elsheikh@gmail.com.<br /><searchLink fieldCode="AU" term="%22Alluhaidan+AS%22">Alluhaidan AS</searchLink>; Department of Information Systems, College of Computer and Information Science, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia. asalluhaidan@pnu.edu.sa.<br /><searchLink fieldCode="AU" term="%22El-Rahman+SA%22">El-Rahman SA</searchLink>; Computer Systems program - Electrical Engineering Department, Faculty of Engineering - Shoubra, Benha University, Cairo, Egypt.<br /><searchLink fieldCode="AU" term="%22Masnour+AE%22">Masnour AE</searchLink>; Faculty of Computer Science, Misr International University, Cairo, Egypt.<br /><searchLink fieldCode="AU" term="%22Amar+ASI%22">Amar ASI</searchLink>; Egyptian Technical Research and Development Center, Cairo, Egypt.<br /><searchLink fieldCode="AU" term="%22Sobh+MA%22">Sobh MA</searchLink>; Department of Computer Engineering and Systems, Ain Shams University, Cairo, Egypt.<br /><searchLink fieldCode="AU" term="%22Bahaa-Eldin+AM%22">Bahaa-Eldin AM</searchLink>; Department of Computer Engineering and Systems, Ain Shams University, Cairo, Egypt.<br /><searchLink fieldCode="AU" term="%22Shamseldin+T%22">Shamseldin T</searchLink>; Technical Research Center, Cairo, Egypt.<br /><searchLink fieldCode="AU" term="%22Shalaby+M%22">Shalaby M</searchLink>; Faculty of Computer Science, Misr International University, Cairo, Egypt.
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  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 Feb 04; Vol. 16 (1), pp. 5013. <i>Date of Electronic Publication: </i>2026 Feb 04.
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              Text: 2026 Feb 04
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