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arfian
Staff Information
Dr. Mohd Arfian Ismail
Senior Lecturer
09-5492124
arfian@ump.edu.my
Soft Computing & Intelligent Systems (SPINT)
Computational Intelligence, Computational Systems Biology, Machine Learning, Soft Computing, Optimization method
https://scholar.google.com/citations?user=7joRS2AAAAAJ&hl=en
B1-01-02

Educational Background

Doctor of Philosophy ’s Degree
Field of Study : Computer Science (by research)
Institute/University : Universiti Teknologi Malaysia
CGPA : 4.0 / 4.0
Thesis Title : Hybrid multi-objective optimization methods for in silico biochemical system production
Research area : Computational systems biology and computational intelligence.
Achievements : Certificate of Excellence – PhD Thesis (Universiti Teknologi Malaysia)

Master’s Degree
Field of Study : Computer Science (by research)
Institute/University : Universiti Teknologi Malaysia
CGPA : 4.0 / 4.0
Thesis Title : A fuzzy cooperative genetic algorithm for fuzzy modeling
Research area : Computational intelligence (Fuzzy system, Genetic Algorithm, Co-evolutionary Algorithm).

Bachelor's Degree
Field of Study : Computer Science
Major : Information System
Institute/University : Universiti Teknologi Malaysia
CGPA : 3.65 / 4.0
Achievements : i) Dean List (3.51/4.0) for semester I 2006-2007
ii) Dean List (3.50/4.0) for semester II 2006-2007
iii) Dean List (3.65/4.0) for semester I 2007-2008
iv) Dean List (4.0/4.0) for semester II 2007-2008
v) Best Project for the Final Year Project Projek Sarjana Muda.
vi) Dean Award for Bachelor Degree.
Professional Technologist (Ts.), by Malaysia Board of Technologists (MBOT)

Research

Soft Computing Methods, Computational Systems Biology, Machine Learning, Fuzzy system, Artificial Neural Network
Title : RDU1603115 - An Enhanced Algorithm of a Hybrid Newton Strength Competitive Genetic Algorithm for in Silico Multi-objective Optimization of Biochemical System Production
Grant : Research Grant Universiti Malaysia Pahang
Position : Principal researcher
Period : June 2016 - June 2018
Status : Complete
Amount/Cost : RM 25,800.00

Title : RDU180307 - A Cooperative Co-Evolutionary Algorithm for Fuzzy Modelling in Cancer Classification
Grant : Research Grant Universiti Malaysia Pahang
Position : Principal researcher
Period : Complete
Status : Active
Amount/Cost : RM 21,600.00

Title : RDU190113 - Optimizing the production of biochemical systems using an improved Newton Cooperative Coevolutionary Algorithm
Grant : FRGS
Position : Principal researcher
Period : January 2019 - December 2020
Status : Active
Amount/Cost : RM 58,700.00

Title : RDU190311 - Design And Process Metamodels For The Safety-Related Software Applications In Smart Building Systems
Grant : Research Grant Universiti Malaysia Pahang
Position : Principal researcher
Period : March 2019 - June 2021
Status : Active
Amount/Cost : RM 27,400.00

Title : PGRS190360 - Big Data Privacy Protection Framework Based On Fuzzy Logic And Genetic Algorithm
Grant : Research Grant Universiti Malaysia Pahang
Position : Principal researcher
Period : March 2019 - March 2021
Status : Active
Amount/Cost : RM 3,500.00

Title : PGRS200396 - A Hybridization Of Butterfly Optimization Algorithm And Harmony Search For Fuzzy Modelling In Phishing Attack Detection
Grant : Research Grant Universiti Malaysia Pahang
Position : Principal researcher
Period : December 2020 - December 2022
Status : Active
Amount/Cost : RM 2,850.00

Title : PGRS200397 - Classification Of Breast Cancer Disease Using Fuzzy-Id3 Algorithm Based On Association Function
Grant : Research Grant Universiti Malaysia Pahang
Position : Principal researcher
Period : December 2020 - December 2022
Status : Active
Amount/Cost : RM 4, 000.00
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Supervision

- NUR AZIETA BINTI MOHAMAD ASERI (2017 - On going)
- NOOR SYAHIRAH BINTI NORDIN (2019 - On going)
- NUR FARAHAINA BT IDRIS (2020 - On going)
- MOHAMMED MAHFOUDH KHAMIS BINJUBEIR (2017 - On going)
- MOHAMMAD KHAMEES KHALEEL ALSAJRI (2017 - On going)
- KIRAHMAN BIN AB RAZAK (2018 - On going)

Publications

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Mohd Arfian Ismail, Vitaliy Mezhuyev, Mohd Saberi Mohamad, Shahreen Kasim and Ashraf Osman Ibrahim (November 27th 2019). An Improved Algorithm for Optimising the Production of Biochemical Systems, Recent Trends in Artificial Neural Networks - from Training to Prediction, Ali Sadollah and Carlos M. Travieso-Gonzalez, IntechOpen, DOI: 10.5772/intechopen.83611. Available from: https://www.intechopen.com/books/recent-trends-in-artificial-neural-networks-from-training-to-prediction/an-improved-algorithm-for-optimising-the-production-of-biochemical-systems

- Kohbalan Moorthy, Aws Naser Jaber, Mohd Arfian Ismail, Ferda Ernawan, Mohd Saberi Mohamad, Safaai Deris (2019), "Missing-Values Imputation Algorithms for Microarray Gene Expression Data", Microarray Bioinformatics, pp. 255-266
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- Guest Editor - Advanced Science Letters, 24(10), 2018
- Editor - International Journal of Integrated Engineering - Vol 10, No 6 (2018)
- Mee K Lee, Mohd Saberi Mohamad, Yee Wen Choon, Kauthar Mohd Daud, Nurul Athirah Nasarudin, Mohd Arfian Ismail, Zuwairie Ibrahim, Suhaimi Napis, Richard O Sinnott (2019), "A Hybrid of Particle Swarm Optimization and Minimization of Metabolic Adjustment for Ethanol Production of Escherichia Coli", International Conference on Practical Applications of Computational Biology & Bioinformatics, pp. 36-44.

- M. Alsajri, M. A. Ismail and S. Abdul-Baqi (2018), "A Review on the Recent Application of Jaya Optimization Algorithm," 2018 1st Annual International Conference on Information and Sciences (AiCIS), Fallujah, Iraq, 2018, pp. 129-132.

- Mei Kie Hon, Mohd Saberi Mohamad, Abdul Hakim Mohamed Salleh, Yee Wen Choon, Muhammad Akmal Remli, Mohd Arfian Ismail, Sigeru Omatu, Juan Manuel Corchado (2018), "A Hybrid of Simple Constrained Artificial Bee Colony Algorithm and Flux Balance Analysis for Enhancing Lactate and Succinate in Escherichia Coli" ,International Conference on Practical Applications of Computational Biology & Bioinformatics, 1-8.

- Mei Yee Aw, Mohd Saberi Mohamad, Chuii Khim Chong, Safaai Deris, Muhammad Akmal Remli, Mohd Arfian Ismail, Juan Manuel Corchado, Sigeru Omatu (2018), "Parameter Estimation of Essential Amino Acids in Arabidopsis thaliana Using Hybrid of Bees Algorithm and Harmony Search" ,International Conference on Practical Applications of Computational Biology & Bioinformatics, 9-16.
- Mohammad Aljanabi and Mohd Arfian Ismail (2021), "Improved Intrusion Detection Algorithm based on TLBO and GA Algorithms", International Arab Journal of Information Technology, 18(2), 170-179, Indexed by ISI and SCOPUS, DOI: https://doi.org/10.34028/iajit/18/2/5.

- Mohammad Aljanabi, Mohd Arfian Ismail and Ahmed Hussein Ali (2021), "Intrusion Detection Systems, Issues, Challenges, and Needs", International Journal of Computational Intelligence Systems, 14(1), 560-571, Indexed by ISI and SCOPUS, DOI: https://doi.org/10.2991/ijcis.d.210105.001.

- Mohammad Aljanabi, Hind Ra'ad Ebraheem, Zahraa Faiz Hussain, Mohd Farhan Md Fudzee, Shahreen Kasim, Mohd Arfian Ismail, Dwiny Meidelfi and Aldo Erianda (2020), "Large Dataset Classification Using Parallel Processing Concept", JOIV: International Journal on Informatics Visualization, 4(4), 191-194. Indexed by SCOPUS, DOI: http://dx.doi.org/10.30630/joiv.4.4.361.

- Mohammed Bin Jubeir, Mohd Arfian Ismail, Shahreen Kasim and Hidra Amnur (2020), "Big Healthcare Data: Survey of Challenges and Privacy", JOIV: International Journal on Informatics Visualization, 4(4), 184-190. Indexed by SCOPUS, DOI: http://dx.doi.org/10.30630/joiv.4.4.246

- Nur Farahaina Idris, Mohd Arfian Ismail (2020), "Attribute Related Methods for Improvement of ID3 Algorithm in Classification of Data: A Review", Technology Reports of Kansai University, 9(8). 4759-4767, Indexed by SCOPUS.

- Noor Syahirah Nordin, MohdArfian Ismail, NurulAswa Omar (2020), "Fuzzy Modelling using Butterfly Optimization Algorithm for Phishing Detection", International Journal of Advanced Trends in Computer Science and Engineering, 9(1.5 SI). 355-360, Indexed by SCOPUS, DOI: https://doi.org/10.30534/ijatcse/2020/5091.52020

- Siti Noranisah Wan Ahmad, Mohd Arfian Ismail, Edi Sutoyo, Shahreen Kasim, Mohd Saberi Mohamad (2020), "Comparative Performance of Machine Learning Methods for Classification on Phishing Attack Detection", International Journal of Advanced Trends in Computer Science and Engineering, 9(1.5 SI). 349-354, Indexed by SCOPUS, DOI: https://doi.org/10.30534/ijatcse/2020/4991.52020

- Nur Azieta Mohamad Aseri, Mohd Arfian Ismail, Abdul Sahli Fakharudin, Ashraf Osman Ibrahim (2020), "Review of the meta-heuristic algorithms for fuzzy modeling in the classification problem", International Journal of Advanced Trends in Computer Science and Engineering, 9(1.4 SI). 387-400, Indexed by SCOPUS, DOI: https://doi.org/10.30534/ijatcse/2020/5691.42020

- Doaa Mohammed Ablel-Rheem, Ashraf Osman Ibrahim, Shahreen Kasim ,Abdulwahab Ali Almazroi, Mohd Arfian Ismail (2020), "Hybrid feature selection and ensemble learning method for spam email classification", International Journal of Advanced Trends in Computer Science and Engineering, 9(1.4 SI). 217-223, Indexed by SCOPUS, DOI: https://doi.org/10.30534/ijatcse/2020/3291.42020

- Abeer Bashab, Ashraf Osman Ibrahim, Eltayeb E AbedElgabar, Mohd Arfian Ismail, Abubakar Elsafi, Ali Ahmed, Ajith Abraham (2020), "A systematic mapping study on solving university timetabling problems using meta-heuristic algorithms", Neural Computing and Applications, Indexed by ISI and SCOPUS. DOI: https://doi.org/10.1007/s00521-020-05110-3

- Mee K Lee, Mohd Saberi Mohamad, Yee Wen Choon, Kauthar Mohd Daud, Nurul Athirah Nasarudin, Mohd Arfian Ismail, Zuwairie Ibrahim, Suhaimi Napis, Richard O Sinnott (2020), "Comparison of Optimization-Modelling Methods for Metabolites Production in Escherichia coli", Journal of integrative bioinformatics 17(1), Indexed by SCOPUS, DOI: https://doi.org/10.1515/jib-2019-0073


- Mohammad Aljanabi, Mohd Arfian Ismail, Vitaly Mezhuyev (2020), "Improved TLBO-JAYA Algorithm for Subset Feature Selection and Parameter Optimisation in Intrusion Detection System", Complexity, Indexed by ISI and SCOPUS. DOI: doi.org/10.1155/2020/5287684

- Zahraa Faiz Hussain, Hind Raad Ibraheem, Mohammad Alsajri, Ahmed Hussein Ali, Mohd Arfian Ismail, Shahreen Kasim, Tole Sutikno (2020), "A new model for iris data set classification based on linear support vector machine parameter's optimization", International Journal of Electrical & Computer Engineering, 10(1). 1079-1084. Indexed by SCOPUS.

- Mohammed Binjubeir, Abdulghani Ali Ahmed, Mohd Arfian Bin Ismail, Ali Safaa Sadiq, Muhammad Khurram Khan (2020), "Comprehensive survey on big data privacy protection", IEEE Access, 8. 20067 - 20079. Indexed by ISI and SCOPUS. DOI: 10.1109/ACCESS.2019.2962368

- Noor Syahirah Nordin, Mohd Arfian Ismail, Vitaliy Mezhuyev, Shahreen Kasim, Mohd Saberi Mohamad, Ashraf Osman Ibrahim (2019), "Fuzzy Modelling using Firefly Algorithm for Phishing Detection", Advances in Science, Technology and Engineering Systems Journal, 4(6). 291-296. Indexed by SCOPUS.

- John Arthur Jupin, Tole Sutikno, Mohd Arfian Ismail, Mohd Saberi Mohamad, Shahreen Kasim, Deris Stiawan (2019), "Review of the machine learning methods in the classification of phishing attack", Bulletin of Electrical Engineering and Informatics, 8(4). 1545-1555. Indexed by SCOPUS.

- Choon Sen Seah, Shahreen Kasim, Rd Rohmat Saedudin, Md Fudzee, Mohd Farhan, Mohd Saberi Mohamad, Rohayanti Hassan, Mohd Arfian Ismail (2019), "Topologically significant directed random walk with applied walker network in cancer environment", Pakistan journal of pharmaceutical sciences, 3(32), 753-758. Indexed by SCOPUS.

- Mohd Arfian Ismail, Vitaliy Mezhuyev, Irfan Darmawan, Shahreen Kasim, Mohd Saberi Mohamad, Ashraf Osman Ibrahim (2019), "Optimization of Biochemical Systems Production Using Combination of Newton Method and Particle Swarm Optimization", International Journal on Advanced Science, Engineering and Information Technology, 9(3), 753-758. Indexed by SCOPUS.

- Vitaliy Mezhuyev, Mostafa Al-Emran, Mohd Arfian Ismail, Luigi Benedicenti, Durkahpuvanesvari AP Chandran (2019), "The acceptance of search-based software engineering techniques: An empirical evaluation using the technology acceptance model", IEEE Access. Indexed by ISI and SCOPUS.

- Ashraf Osman Ibrahim, Siti Mariyam Shamsuddin, Abdulrazak Yahya Saleh, Ali Ahmed, Mohd Ar?an Ismail, Shahreen Kasim (2019), "Backpropagation Neural Network Based on Local Search Strategy and Enhanced Multi-objective Evolutionary Algorithm for Breast Cancer Diagnosis", International Journal on Advanced Science, Engineering and Information Technology, 9(2), 609-615. Indexed by SCOPUS.

- Mei Kie Hon, Mohd Saberi Mohamad, Abdul Hakim Mohamed Salleh, Yee Wen Choon, Kauthar Mohd Daud, Muhammad Akmal Remli, Mohd Arfian Ismail, Sigeru Omatu, Richard O Sinnott, Juan Manuel Corchado (2019), "Identifying a Gene Knockout Strategy Using a Hybrid of Simple Constrained Artificial Bee Colony Algorithm and Flux Balance Analysis to Enhance the Production of Succinate and Lactate in Escherichia Coli", Interdisciplinary Sciences: Computational Life Sciences, 11(1), 33–44. Indexed by SCOPUS.

- Ashraf Osman Ibrahim, Ali Ahmed, Anik Hanifatul Azizah, Saima Anwar Lashar, Mohamed Alhaj Alobeed, Shahreen Kasim, Mohd Arfian Ismail (2018), "An Enhancement of Multi Classifiers Voting Method for Mammogram Image Based on Image Histogram Equalization", International Journal of Integrated Engineering, 10(6), 209-213.Indexed by SCOPUS.

- Mohammad Khamees Khaleel, Mohd Arfian Ismail, Umar Yunan, Shahreen Kasim (2018), "Review on Intrusion Detection System Based on The Goal of The Detection System", International Journal of Integrated Engineering, 10(6), 197-202.Indexed by SCOPUS.

- Rd Rohmat Saedudin, Shahreen Kasim, Hairulnizam Mahdin, Edi Sutoyo, Iwan Tri Riyadi Yanto, Rohayanti Hassan, Mohd Arfian Ismail (2018), "A Relative Tolerance Relation of Rough Set (RTRS) for Potential Fish Yields in Indonesia", Journal of Coastal Research, 82 (sp1), 84/92.Indexed by SCOPUS.

- Vitaliy Mezhuyev, Muamer N Mohammed, Mohd Arfian Ismail, Mohamad Fadli Zolkipli, Oleg M Lytvyn, Oleg O Lytvyn, Olesia Nechuiviter, Yulia Pershyna, (2018), "Development of GPU-Based Visual Environment for Metamaterials Design", Advanced Science Letters, 24 (10), 7269-7272.

- Mohammed Adam Kunna Azrag, Tuty Asmawaty Abdul Kadir, Mohd Arfian Ismail, (2018), "A Review of Large-Scale Kinetic Parameters in Metabolic Network Model of Escherichia coli", Advanced Science Letters, 24 (10), 7512-7518.

- Suntharaamurthi Chandran, Kohbalan Moorthy, Mohd Arfian Ismail, Mohd Zamri Osman, Mohd Azwan Mohamad Hamza, Ferda Ernawan, (2018), "An Improved Integrative Random Forest for Gene Regulatory Network Inference for Breast Cancer", Advanced Science Letters, 24 (10), 7566-7571.

- Mohd Arfian Ismail, Kirahman Ab Razak, Kohbalan Moorthy, Vitaliy Mezhuyev, Shahreen Kasim, Ashraf Osman Ibrahim, (2018), "Newton Competitive Genetic Algorithm Method for Optimization the Production of Biochemical Systems", Advanced Science Letters, 24 (10), 7481-7485.

- Choon Sen Seah, Shahreen Kasim, Mohd Farhan Md Fudzee, Mohd Saberi Mohamad, Rd Rohmat Saedudin, Rohayanti Hassan, Mohd Arfian Ismail, Rodziah Atan, (2018). "An Effective Pre-Processing Phase for Gene Expression Classification", Indonesian Journal of Electrical Engineering and Computer Science, 11 (3), 1204-1213. Indexed by SCOPUS.

- Mohd Arfian Ismail, Vitaliy Mezhuyev, Kohbalan Moorthy, Shahreen Kasim, Ashraf Osman Ibrahim, (2017). "Optimisation of Biochemical Systems Production using Hybrid of Newton Method, Differential Evolution Algorithm and Cooperative Coevolution Algorithm", Indonesian Journal of Electrical Engineering and Computer Science, 8 (1), 27-35. Indexed by SCOPUS.

- Mohd Arfian Ismail, Vitaliy Mezhuyev, Safaai Deris, Mohd Saberi Mohamad, Shahreen Kasim, Rd Rohmat Saedudin., (2017). "Multi-objective Optimization of Biochemical System Production Using an Improve Newton Competitive Differential Evolution Method", International Journal on Advanced Science, Engineering and Information Technology, Vol 7, No. 4-2, pp 1535-1542. DOI:10.18517/ijaseit.7.4-2.3388. Indexed by SCOPUS.

- Ashraf Osman Ibrahim, Walaa Akif Hussien, Ayat Mohammoud Yagoop, Mohd Arfian Ismail, (2017). "Feature Selection and Radial Basis Function Network for Parkinson Disease Classification", Kurdistan Journal of Applied Research 2 (3), 167-171.

- Choon Sen Seah, Shahreen Kasim, Mohd Farhan Md Fudzee, Jeffrey Mark Law Tze Ping, Mohd Saberi Mohamad, Rd Rohmat Saedudin, Mohd Arfian Ismail, (2017), "An enhanced topologically significant directed random walk in cancer classification using gene expression datasets", Saudi journal of biological sciences, 24 (8), (1828-1841). Indexed by ISI and SCOPUS.

- Mohd Arfian Ismail, Safaai Deris, Mohd Saberi Mohamad, Mohd Adham Isa, Afnizanfaizal Abdullah, Muhammad Akmal Remli, Shayma Mustafa Mohi-Aldeen. (2015). “A Hybrid of Optimization Method for Multi-Objective Constraint Optimization of Biochemical System Production”. Journal of Theoretical and Applied Information Technology. Vol 81. No. 3, pp 502-513. Indexed by SCOPUS.

- Mohd Arfian Ismail, Safaai Deris, Mohd Saberi Mohamad, Afnizanfaizal Abdullah. (2015). “An Improved Method of Newton Method, Genetic Algorithm and Cooperative Coevolutionary Algorithm for Optimization of Metabolic Pathway Production”. International Journal of Innovative Computing. Vol 5. No. 1, pp 17-21.

- Mohd Arfian Ismail, Safaai Deris, Mohd Saberi Mohamad, Afnizanfaizal Abdullah. (2015). “A Newton Cooperative Genetic Algorithm Method for In Silico Optimization of Metabolic Pathway Production”. Plos One. Vol 10. No. 5, ID e0126199. . Indexed by ISI (IF: 3.234) and SCOPUS.

- Mohd Arfian Ismail, Safaai Deris, Mohd Saberi Mohamad, Afnizanfaizal Abdullah. (2014). “A Hybrid of Newton Method and Genetic Algorithm for Constrained Optimization method of the Production of Metabolic Pathway”. Life Science Journal. Vol 11. No. 9s, pp 409-414. Indexed by SCOPUS.

- Mohd Arfian Ismail, Hishammuddin Asmuni, Mohd Razib Othman. (2010). “The Fuzzy Cooperative Genetic Algorithm (FCoGA): The Optimization of a Fuzzy Model Through Incorporation of a Cooperative Coevolutionary”. Journal of Computing. Vol. 3 Issues 11. Pp 81-90.

Others

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- Programming Techniques
- Data Structure
- Object-oriented Programming
- Database Systems
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- Silver Medal in CITREX 2018 - Mobile Product Originality Scanner Using Near Field Communication (NFC) at, UMP, Gambang, Pahang, Malaysia
- Best Supervisor Award FYPro Comp Carnival - Kategori PTA Sem 1 20172018
- Silver Medal in CITREX 2017 - A multi-objective optimisation of biochemical system production using Newton Competitive Genetic Algorithm at, UMP, Gambang, Pahang, Malaysia