Modeling user rating preference behavior to improve the performance of the collaborative filtering based recommender systems

• Mubbashir Ayub ,

  Contributed equally to this work with: Mubbashir Ayub, Mustansar Ali Ghazanfar, Zahid Mehmood, Tanzila Saba, Riad Alharbey, Asmaa Mahdi Munshi, Mayda Abdullateef Alrige

  Roles Conceptualization, Data curation, Investigation, Methodology, Resources, Software, Writing – original draft, Writing – review & editing

  Affiliation Department of Software Engineering, University of Engineering and Technology, Taxila, Pakistan

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• Mustansar Ali Ghazanfar ,

  Contributed equally to this work with: Mubbashir Ayub, Mustansar Ali Ghazanfar, Zahid Mehmood, Tanzila Saba, Riad Alharbey, Asmaa Mahdi Munshi, Mayda Abdullateef Alrige

  Roles Formal analysis, Methodology, Software, Supervision, Visualization

  Affiliation Department of Software Engineering, University of Engineering and Technology, Taxila, Pakistan

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• Zahid Mehmood ,

  Contributed equally to this work with: Mubbashir Ayub, Mustansar Ali Ghazanfar, Zahid Mehmood, Tanzila Saba, Riad Alharbey, Asmaa Mahdi Munshi, Mayda Abdullateef Alrige

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Writing – original draft, Writing – review & editing

  * E-mail: zahid.mehmood@uettaxila.edu.pk

  Affiliation Department of Computer Engineering, University of Engineering and Technology, Taxila, Pakistan

  http://orcid.org/0000-0003-4888-2594

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• Tanzila Saba ,

  Contributed equally to this work with: Mubbashir Ayub, Mustansar Ali Ghazanfar, Zahid Mehmood, Tanzila Saba, Riad Alharbey, Asmaa Mahdi Munshi, Mayda Abdullateef Alrige

  Roles Conceptualization, Data curation, Formal analysis

  Affiliation College of Computer and Information Sciences, Prince Sultan University, Riyadh, Saudi Arabia

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• Riad Alharbey ,

  Contributed equally to this work with: Mubbashir Ayub, Mustansar Ali Ghazanfar, Zahid Mehmood, Tanzila Saba, Riad Alharbey, Asmaa Mahdi Munshi, Mayda Abdullateef Alrige

  Roles Investigation, Methodology, Project administration, Software

  Affiliation College of Computer Science and Engineering, University of Jeddah, Jeddah, Saudi Arabia

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• Asmaa Mahdi Munshi ,

  Contributed equally to this work with: Mubbashir Ayub, Mustansar Ali Ghazanfar, Zahid Mehmood, Tanzila Saba, Riad Alharbey, Asmaa Mahdi Munshi, Mayda Abdullateef Alrige

  Roles Data curation, Resources, Software, Validation

  Affiliation College of Computer Science and Engineering, University of Jeddah, Jeddah, Saudi Arabia

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• Mayda Abdullateef Alrige

  Contributed equally to this work with: Mubbashir Ayub, Mustansar Ali Ghazanfar, Zahid Mehmood, Tanzila Saba, Riad Alharbey, Asmaa Mahdi Munshi, Mayda Abdullateef Alrige

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Resources, Validation

  Affiliation Information Systems Department, Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah, Saudi Arabia

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