Research
Research Area:
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Neural Networks
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Logic and Satisfiability Programming
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Logic Mining
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Metaheuristic Algorithms
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Numerical Methods
Research Grant:
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2022, Fundamental Research Grant Scheme (FRGS) Grant, Multi-Objective Harris Hawks Optimizer Based Logic Mining Model with Discrete Recurrent Neural Network for Malaysia Labour Force Data Classification, Kementerian Pengajian Tinggi Malaysia, RM71,150.00.
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2019, Fundamental Research Grant Scheme (FRGS) Grant, A Hybrid Grey Wolf Optimization Algorithm with Discrete Hopfield Neural Network for Solving Higher-Order Satisfiability Problems, Kementerian Pengajian Tinggi Malaysia, RM71,200.00.
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2019, Short Term Grants (University Grant), Hybrid Lion Optimization Algorithm with Discrete Hopfield Neural Network for Restricted Satisfiability Programming, Universiti Sains Malaysia, RM23,630.00.
Publication
Research Publication:
Selected Publications
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Mansor, M. A, Kasihmuddin, M. S. M., Romli, N. A., Manoharam, G. (2023). Multi-unit Discrete Hopfield Neural Network for higher order supervised learning through logic mining: Optimal performance design and attribute selection. Journal of King Saud University-Computer and Information Sciences, 35(5), 101554. (ISI Q1)
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Chen, J., Kasihmuddin, M. S. M., Gao, Y., Guo, Y., Mansor, M. A., Romli, N. A., ... & Zheng, C. (2023). PRO2SAT: Systematic Probabilistic Satisfiability logic in Discrete Hopfield Neural Network. Advances in Engineering Software, 175, 103355. (ISI Q2)
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Abdeen, S., Kasihmuddin, M. S. M., Zamri, N. E., Manoharam, G., Mansor, M. A., & Alshehri, N. (2023). S-Type Random k Satisfiability Logic in Discrete Hopfield Neural Network Using Probability Distribution: Performance Optimization and Analysis. Mathematics, 11(4), 984. (ISI Q1)
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Jamaludin, S. Z. M., Mansor, M. A., Baharum, A., Kasihmuddin, M. S. M., Wahab, H. A., & Marsani, M. F. (2023). Modified 2 satisfiability reverse analysis method via logical permutation operator. Computers, Materials & Continua, 74, 2853-2870. (SCOPUS)
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Manoharam, G., Kasihmuddin, M. S. M., Antony, S. N. F. M. A., Romli, N. A., Rusdi, N. A., Abdeen, S., & Mansor, M. A. (2023). Log-Linear-Based Logic Mining with Multi-Discrete Hopfield Neural Network. Mathematics, 11(9), 2121. (ISI Q1)
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Zamri, N. E., Azhar, S. A., Sidik, S. S. M., Mansor, M. A., Kasihmuddin, M. S. M., Pakruddin, S. P. A., ... & Nawi, S. N. M. (2022). Multi-discrete genetic algorithm in hopfield neural network with weighted random k satisfiability. Neural Computing and Applications, 34(21), 19283-19311. (ISI Q2)
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Zamri, N. E., Azhar, S. A., Mansor, M. A., Alway, A., & Kasihmuddin, M. S. M. (2022). Weighted random k satisfiability for k= 1, 2 (r2SAT) in discrete Hopfield neural network. Applied Soft Computing, 126, 109312. (ISI Q1)
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Guo, Y., Kasihmuddin, M. S. M., Gao, Y., Mansor, M. A., Wahab, H. A., Zamri, N. E., & Chen, J. (2022). YRAN2SAT: A novel flexible random satisfiability logical rule in discrete hopfield neural network. Advances in Engineering Software, 171, 103169. (ISI Q1)
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Alway, A., Zamri, N. E., Karim, S. A., Mansor, M. A., Mohd Kasihmuddin, M. S., & Mohammed Bazuhair, M. (2022). Major 2 satisfiability logic in discrete Hopfield neural network. International Journal of Computer Mathematics, 99(5), 924-948. (ISI Q2)
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Kasihmuddin, M. S. M., Jamaludin, S. Z. M., Mansor, M. A., Wahab, H. A., & Ghadzi, S. M. S. (2022). Supervised learning perspective in logic mining. Mathematics, 10(6), 915. (ISI Q1)
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Jamaludin, S. Z. M., Romli, N. A., Kasihmuddin, M. S. M., Baharum, A., Mansor, M. A., & Marsani, M. F. (2022). Novel logic mining incorporating log linear approach. Journal of King Saud University-Computer and Information Sciences, 34(10), 9011-9027. (ISI Q1)
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Mansor, M. A., & Sathasivam, S. (2021). Optimal Performance Evaluation Metrics for Satisfiability Logic Representation in Discrete Hopfield Neural Network. Computer Science, 16(3), 963-976. (SCOPUS)
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Karim, S. A., Zamri, N. E., Alway, A., Kasihmuddin, M. S. M., Ismail, A. I. M., Mansor, M. A., & Hassan, N. F. A. (2021). Random satisfiability: A higher-order logical approach in discrete Hopfield Neural Network. IEEE Access, 9, 50831-50845. (ISI Q2)
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Mohd Jamaludin, S. Z., Mohd Kasihmuddin, M. S., Md Ismail, A. I., Mansor, M. A., & Md Basir, M. F. (2020). Energy based logic mining analysis with hopfield neural network for recruitment evaluation. Entropy, 23(1), 40. (ISI Q2)
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Sathasivam, S., Mansor, M. A., Ismail, A. I. M., Jamaludin, S. Z. M., Kasihmuddin, M. S. M., & Mamat, M. (2020). Novel Random k Satisfiability for k≤ 2 in Hopfield Neural Network. Sains Malaysiana, 49(11), 2847-2857. (ISI Q4)
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Zamri, N. E., Mansor, M., Mohd Kasihmuddin, M. S., Alway, A., Mohd Jamaludin, S. Z., & Alzaeemi, S. A. (2020). Amazon employees resources access data extraction via clonal selection algorithm and logic mining approach. Entropy, 22(6), 596. (ISI Q2)
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Zamri, N. E., Alway, A., Mansor, M. A., Mohd Kasihmuddin, M. S., & Sathasivam, S. (2020). Modified Imperialistic Competitive Algorithm in Hopfield Neural Network for Boolean Three Satisfiability Logic Mining. Pertanika Journal of Science & Technology, 28(3). (SCOPUS)
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Mansor, M. A., Mohd Jamaludin, S. Z., Mohd Kasihmuddin, M. S., Alzaeemi, S. A., Md Basir, M. F., & Sathasivam, S. (2020). Systematic boolean satisfiability programming in radial basis function neural network. Processes, 8(2), 214. (ISI Q2)
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Kasihmuddin, M. S. M., Mansor, M.A., Md Basir, M. F., & Sathasivam, S. (2019). Discrete mutation Hopfield neural network in propositional satisfiability. Mathematics, 7(11), 1133. (ISI Q1)
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Kasihmuddin, M. S. M., Mansor, M. A., & Sathasivam, S. (2018). Discrete Hopfield neural network in restricted maximum k-satisfiability logic programming. Sains Malaysiana, 47(6), 1327-1335. (ISI Q4)
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Mansor, M. A., Kasihmuddin, M. S. M., & Sathasivam, S. (2017). Robust Artificial Immune System in the Hopfield network for Maximum k-Satisfiability. International Journal of Interactive Multimedia and Artificial Intelligence, 4(4), 63-71. (ISI Q2)
Supervision
PhD (Completed):
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Al Zaeemi Shehab Abdulhabib Saeed, 2021, 2 Satisfiabiliti Program Logik Berteraskan Algoritma Metahueristik bagi Mempertingkatkan Keberkesanan Rangkaian Neural Fungsi Jejari Asas (Co-supervisor).
PhD (On-going):
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Nur Ezlin Binti Zamri, Weighted Random 2 Satisfiability with Discrete Hopfield Neural Network in Logic Mining Perspective. (Main Supervisor)
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Alyaa Binti Alway, Major 2 Satisfiability with Multi-Objective Optimization Algorithm in Discrete Hopfield Neural Network. (Main Supervisor)
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Masyithoh Binti Md Zuber, Pembangunan dan Penilaian Pembelajaran Matematik Sekolah Rendah Menggunakan Reka Bentuk Pengaturcaraan. (Main Supervisor)
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Amierah Binti Abdul Malik, Satisfiability Logic Mining with Genetic Algorithm in Discrete Hopfield Neural Network for e-Banking Security. (Main Supervisor)
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Nur 'Afifah Binti Rusdi, Novel Mathematical Model Using K Random Satisfiability Incorporating Black Hole Algorithm in Pattern Optimization. (Co-supervisor)
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Chang Yunjie, Deep Learning Based Stochastic Local Search Algorithm for SAT Problem. (Co-supervisor)
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Suad Abdeen Helaly Osman, A hybrid of SARIMA and ANFIS. (Co-supervisor)
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Nurul Atiqah Binti Romli, Log Linear in 2 Satisfiability Based Reverse Analysis Method. (Co-supervisor)
Master (Completed):
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Kho Liew Ching, 2020, Master, Research - Full Time, Hybrid Ant Colony Optimization for Two Satisfiability Programming in Hopfield Neural Network (Co-supervisor).
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Muhammad Aqmar Fiqhi Bin Roslan, 2022, Master (Dissertation - Mixed Mode), Structural Analysis of Major 3 Satisfiability Logic In Discrete Hopfield Neural Network Integrated With Multi-Objective Election Algorithm (Main Supervisor).
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Amierah Binti Abdul Malik, 2020, Master (Dissertation - Mixed Mode), Three Satisfiability Reverse Analysis Model With Robust Genetic Algorithm For Traffic Flow Data Extraction (Main Supervisor).
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Siti Shafiqa Shafira Binti Hashin, 2020, Master (Dissertation -Mixed Mode), Health Screening Data Extraction Via Hopfield Neural Network with Three Satisfiability Reverse Analysis Method (Main Supervisor).
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Abdullahi Samaila, 2019, Master (Dissertation - Mixed Mode), Enhanced Three Satisfiability Reverse Analysis Method for Boolean Logic Mining (Main Supervisor).
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Nur Ezlin Binti Zamri, 2019, Master (Dissertation - Mixed Mode), Modified Clonal Selection Algorithm with Hopfield Neural Network for Three Satisfiability Logic Mining (Main Supervisor).
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Nur Nasuha Binti Mohd Rashid, 2019, Master (Dissertation - Mixed Mode), Hybrid Imperialist Competitive Algorithm with Hopfield Neural Network for Boolean Two Satisfiability Logic Mining (Main Supervisor).
Recognition
Awards:
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Best Paper Award, A Modified Fuzzy k-nearest Neighbour Using Sine Cosine Algorithm for Two-classes and Multi-classes Datasets, Universiti Malaysia Pahang. , 2022 (International)
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Hadiah Sanjungan bagi Kategori Makalah Ilmiah, Novel Random k Satisfiability for k 2 in Hopfield Neural Network, Persatuan Sains Matematik Malaysia (PERSAMA), UMP, 2021 (National)
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Hadiah Sanjungan bagi Kategori Penerbitan Jurnal, Sanggar Sanjung Award, Universiti Sains Malaysia.
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Elsevier’s Outstanding Reviewer Award, Journal of King Saud University-Computer, and Information Sciences.
Recognitions:
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External Examiner, Bachelor of Science (Hons) in Industrial Statistics. 01/09/2022-31/08/2025, Sunway University.
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Assessor, Virtual Innovation Competition 2022 (VIC22), 2022, DIGIT360 & UiTM Kelantan (International).
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Professional Member, Association for Computing Machinery (ACM) – (International).
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Invited Speaker, Optimal Performance Evaluation Metrics in Discrete Artificial Neural Networks Analysis, Universiti Malaya (Virtual), Institut Sains Matematik, Universiti Malaya, Seminar Penyelidikan Institut Sains Matematik, Universiti Malaya (National)
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Member, International Association of Engineers (IAENG), - (International).
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Assessor, International Bujang Valley Innovation, Invention and Design Competition 2019, 2019, UiTM, Kedah (International).
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Member, Persatuan Sains Matematik Malaysia (PERSAMA), Malaysia (since 2018).
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Editorial Board Member, International Journal of Interactive Multimedia and Artificial Intelligence (since 2018).
Consultancy
Community/Industry
Industry Engagement:
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Project Member/Co Researcher,Pemodelan dan Penyelidikan Untuk Bahagian Sumber Manusia di Maidin and Associate(s) Sdn Bhd. 2019, Industry, 01/01/2019-31/12/2019 (National).