A novel decision ensemble framework: Attention-customized BiLSTM and XGBoost for speculative stock price forecasting

• Riaz Ud Din,

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

  Affiliations Artificial Intelligence Lab, Department of Computer Systems Engineering, University of Engineering and Applied Sciences (UEAS), Swat, Pakistan, Department of Computer Systems Engineering, University of Engineering and Technology (UET), Peshawar, Pakistan

  ⨯
• Salman Ahmed,

  Roles Project administration, Supervision

  Affiliations Department of Computer Systems Engineering, University of Engineering and Technology (UET), Peshawar, Pakistan, Faculty of Computer Science and Engineering, Ghulam Ishaq Khan Institute of Engineering Science and Technology, Topi, Swabi, Pakistan

  ⨯
• Saddam Hussain Khan ,

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Supervision, Writing – review & editing

  * E-mail: saddamhkhan@ueas.edu.pk (SHK), balkhamees@ksu.edu.sa (BA)

  Affiliation Artificial Intelligence Lab, Department of Computer Systems Engineering, University of Engineering and Applied Sciences (UEAS), Swat, Pakistan

  https://orcid.org/0009-0001-8703-9041

  ⨯
• Abdullah Albanyan,

  Roles Formal analysis, Validation, Writing – review & editing

  Affiliation College of Computer Engineering and Sciences, Prince Sattam bin Abdulaziz University, Al-Kharj, Saudi Arabia

  ⨯
• Julian Hoxha,

  Roles Investigation, Writing – review & editing

  Affiliation College of Engineering and Technology, American University of the Middle East, Egaila, Kuwait

  https://orcid.org/0000-0002-4286-5841

  ⨯
• Bader Alkhamees

  Roles Resources, Visualization, Writing – review & editing

  * E-mail: saddamhkhan@ueas.edu.pk (SHK), balkhamees@ksu.edu.sa (BA)

  Affiliation Department of Information Systems, College of Computer and Information Sciences, King Saud University, Riyadh, Saudi Arabia

  ⨯