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Dr. Hossein Nematzadeh

Assistant Professor

Faculty of Mathematics & Computer Science

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Areas of Research

  • Machine Learning & Data Analytics
    Feature selection – Noise and outlier detection – Training set selection – Explainable Artificial Intelligence (XAI)

  • Cryptography Image Encryption
    Software Engineering Verification and Validation (V&V) by formal methods

Education

  • Ph. D. Computer Science – Universiti Teknologi Malaysia

  • Master Computer Science – Universiti Teknologi Malaysia

  • Bachelor Computer Engineering – Software – Mazandaran University of Science and Technology

Experience Summary

  • Research Associate – Universidad de Malaga, Spain
  • Assistant Professor – Islamic Azad University, Iran
  • Invited Professor – Kavosh University, Iran
  • Invited Professor – Marlik University, Iran
  • Invited Professor – Allameh Mohades Nouri University, Iran
  • Invited Professor – Allameh Tabarsi University, Iran
  • Invited Professor – Mazandaran University of Science and Technology, Iran
  • Invited Professor – University College of Rouzbahan, Iran
  • Invited Professor – Tabari University, Iran

Selected Publications

  1. Sadegh Asghari, Hossein Nematzadeh, Ebrahim Akbari, Homayun Motameni, “Mutual information-based filter hybrid feature selection method for medical datasets using feature clustering”, Multimedia Tools Appl. April 2023 Q2
  2. Zohre Sadeghian, Ebrahim Akbari, Hossein Nematzadeh, Homayun Motameni,” A review of feature selection methods based on meta-heuristic algorithms”, Journal of Experimental & Theoretical Artificial Intelligence, February 2023, Pages 1-51 Q3
  3. Hossein Nematzadeh, Jose Garcia-Nieto, Ismael Navas-Delgado, Jose.F Aldana-Montes, “Ensemble-based genetic algorithm explainer with automized image segmentation: A case study on melanoma detection dataset”, Computers in Biology and Medicine, Volume 155, March 2023, Pages 1-16 Q1
  4. Hossein Nematzadeh, José García-Nieto, Ismael Navas-Delgado, José F.Aldana-Montes, “Automatic frequency-based feature selection using discrete weighted evolution strategy”, Applied Soft Computing, Volume 130, November 2022, Pages 1-13 Q1
  5. Sedighe Abasabadi, Hossein Nematzadeh, Homayun Motameni, Ebrahim Akbari, “ Hybrid feature selection based on SLI and genetic algorithm for microarray datasets”, The Journal of Supercomputing, Volume 78, June 2022, Pages 19725-19753 Q2
  6. Sedighe Abasabadi, Hossein Nematzadeh, Homayun Motameni, Ebrahim Akbari,” Automatic ensemble feature selection using fast non-dominated sorting”, Information Systems, Volume 100, March 2021, Pages 1-14 Q2
  7. Zohre Sadeghian, Ebrahim Akbari, Hossein Nematzadeh, “A hybrid feature selection method based on information theory and binay butterfly optimization algorithm”, Engineering Application of Artificial Intelligence, Volume 97, January 2021, Pages 1-13 Q1
  8. Mahsa Rahimi Resketi, Homayun Motameni, Hossein Nematzadeh, Ebrahim Akbari, “Automatic summarising of user stories in order to be reused in future similar projects”, IET Software, December 2020, Volume 14, Issue 20, Pages 711-723 Q4
  9. Maryam Samami, Ebrahim Akbari, Moloud Abdar, Pawel Plawiak, Hossein Nematzadeh, Mohammad Ehsan Basiri, Vladimir Makarenkov, “A mixed solution-based high agreement filtering method for class noise detection in binary classification”, Physica A: Statistical Mechanics and its Applications, Volume 553, 1 September 2020, Pages 1-28 Q2
  10. Mehdi Yadollahi, Rasul Enayatifar, Hossein Nematzadeh, Malrey Lee, Jae-Young Choi, “A novel image security technique based on nucleic acid concepts”, Journal of Information Security and Applications, Volume 53, August 2020, Pages 1-11 Q2
  11. Mehdi Alirezanejad, Rasul Enayatifar, Homayun Motameni, Hossein Nematzadeh, “Heuristic filter feature selection methods for medical datasets”, Genomics, Volume 112, Issue 2, March 2020, Pages 1171-1183 Q2
  12. Mehdi Alirezanejad, Rasul Enayatifar, Homayun Motameni, Hossein Nematzadeh, “GSA-LA: gravitational search algorithm based on learning automata”, Journal of Experimental & Theoretical Artificial Intelligence, February 2020, Pages 109-125 Q3
  13. Hossein Nematzadeh, Rasul Enayatifar, Mehdi Yadollahi, Malrey Lee, Gisong Jeong,” Binary search tree image encryption with DNA”, Optik, Volume 202, February 2020, Pages 1-10 Q2
  14. Hossein Nematzadeh, Rasul Enayatifar, Maqsood Mahmud, Ebrahim Akbari, “Frequency based feature selection method using whale algorithm”, Genomics, 2019, Volume 111, Issue 6, December 2019, Pages 1946-1955 Q2
  15. Fatemeh Nazerian, Homayun Motameni, Hossein Nematzadeh, “Emergency role-based access control (E-RBAC) and analysis of model specifications with alloy”, Journal of Information Security and Applications, Volume 45, 2019, Pages 131-142 Q2
  16. Fatemeh Nazerian, Homayun Motameni, Hossein Nematzadeh, “Secure access control in multidomain environments and formal analysis of model specifications”, Turk J Elec Eng & Comp Sci, Volume 26, No 5, 2018, Pages 2525 – 2540 Q3
  17. Hossein Nematzadeh, Rasul Enayatifar, Homayun Motameni, Frederico Gadelha Guimarães, Vitor Nazário Coelho, ”Medical image encryption using a hybrid model of modified genetic algorithm and coupled map lattices”, Optics and Lasers in Engineering, Volume 110, November 2018, Pages 24-32

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