Staff Directory


Amelia Ritahani Bt. Ismail

Academic Qualification

  • Doctor of Philosophy in Computer Science - Doctor of Philosophy, University of York
  • Master of Science (Computer Science) - Masters Degree, Universiti Teknologi Malaysia (UTM)
  • Bachelor of Management Information System - Bachelor Degree, International Islamic University Malaysia

Amelia Ritahani Bt. Ismail (Assoc. Prof. Dr.)

Associate Professor
IIUM Gombak Campus

KULLIYYAH OF INFORMATION AND COMMUNICATION TECHNOLOGY

Other's position:

Deputy Dean, Kulliyyah of Information and Communication Technology


amelia@iium.edu.my
NA


Area of Specialisation


  • ICT ~ Information, Computer And Communications Technology (ICT) ~ Artificial Intelligence ~ Other Artificial Intelligence n.e.c. - Artificial Immune Systems, Swarm Intelligence and Swarm Robotics Systems, Modelling and simulation of complex system


Professional Membership


  • 2016 - 2019: Member of Profesional Body / Association: (Professional Member), Institute of Electrical and Electronics Engineers (IEEE)
  • 2018: Member of Profesional Body / Association: (Member), Special Interest Group on Machine Learning, Academy of Sciences Malaysia (ASM)
  • 2020 - 2020: Member of Profesional Body / Association: (Professional Memeber), Institute of Electrical and Electronics Engineers (IEEE)


Teaching Responsibilities


ARTIFICIAL NEURAL NETWORK 2013/2014 2012/2013 2014/2015
DATA SCIENCE 2017/2018
ELEMENTS OF PROGRAMMING 2012/2013 2015/2016 2014/2015 2013/2014
FINAL YEAR PROJECT 2013/2014 2014/2015 2016/2017 2017/2018 2012/2013 2015/2016
FINAL YEAR PROJECT I 2017/2018 2020/2021 2019/2020
FINAL YEAR PROJECT II 2020/2021 2019/2020
INDUSTRIAL ATTACHMENT 2013/2014 2016/2017 2015/2016 2014/2015 2011/2012 2012/2013 2017/2018
INTELLIGENT SYSTEMS 2021/2022 2017/2018
INTRODUCTION TO COMPUTER ORGANIZATION 2011/2012
MACHINE LEARNING 2018/2019 2019/2020 2016/2017 2020/2021 2015/2016 2014/2015 2017/2018 2021/2022 2013/2014 2012/2013
PRINCIPLES OF ARTIFICIAL INTELLIGENCE 2014/2015 2016/2017 2015/2016 2013/2014


Research Projects


Completed
2017 - 2017 Development of Teaching Modules on the Subject of Computer Science Form 5 for MDeC and MOE
2017 - 2020 Gait Identification Modelling for a hybrid amphi-underwater robot with exponential momentum ant colony algorithm
2016 - 2019 A Novel Swarm-Based Optimisation Algorithm Inspired by Artificial Neural Glial Network for Autonomous Robots
2016 - 2019 Validation Study of a Portable Biosensor Technology in Quantifying E. Coli in Filtered River Water
2015 - 2016 DIGITAL COMPETENCY STANDARDS (DCS) ANALYTICS & REPORT
2015 - 2016 Digital Competency Standards (DCS) Rubrics Refinement and Post Pilot Analysis
2013 - 2016 A Swarm Cognition Inspired Model for the Unsupervised Learning of Morphology
2013 - 2016 An Incremental Construction of Component-based Systems using Multi-Agent Learning Approach
2013 - 2016 Development of Immune Inspired Algorithm for Self-Healing Swarm Robotic Systems
2012 - 2015 Immune Inspired Solution for Fault Tolerence in Swarm Robotic Systems
2011 - 2014 RU 2011: My Family System: Extending Experts For Consultation On Family Relationships Based On CRM Analytic Model
On-Going
2019 - Present Syntactic Ambiguity Detection Framework in Software Requirements Specification
2019 - Present A Framework for the Detection of Intelligent Source Code Plagiarism in Big Data using Word2vec Model
2019 - Present A Fuzzy Multi-Criteria Decision Analysis Model for Decision Support in Diabetes Mellitus
2018 - Present A Novel Particle Swarm Optimization with Levy Flight Algorithm for Imputation of Missing Creatinine Value.
2018 - Present Enhancing COCOMO Model using Particle Swarm Optimization for Estimating Software Development Project


Award & Recognition


22 Nov, 2020 Bronze Medal - National
18 Dec, 2019 Bronze Medal - International Exhibition of Research , Ideas, Innovation on Creative Humanising International
18 Dec, 2019 Gold Medal - International Exhibition of Research, Idea & Innovation on Creative and Humanizing (ie-RIICH 2019) International
18 Dec, 2019 Young Investigator Award - Institute of Electrical and Electronics Engineers (IEEE) International
14 Nov, 2019 Bronze Medal - Universiti Tun Hussein Onn Malaysia National
14 Nov, 2019 Silver Medal - Universiti Tun Hussein Onn Malaysia National
13 Nov, 2018 Best Researcher Award - International Islamic University Malaysia University
09 Sep, 2016 IIUM Quality Research Award - International Islamic University Malaysia University


Publications


Article

2021 Arabic text classification using hybrid feature selection method using chi-square binary artificial bee colony algorithm. International Journal of Mathematics and Computer Science, 16 (1) pp. 213-228
2021 Software project estimation with machine learning. International Journal of Advanced Computer Science and Applications, 12 (6) pp. 726-734
2020 Consensus by High Gegree of DeGroot model for multi-agent systems. International Journal of Advanced Trends in Computer Science and Engineering (IJATCSE), () pp.
2020 Health profiling using event-related potential (ERP) brain signals and spiking neural network (SNN). International Journal on Perceptive and Cognitive Computing (IJPCC), 6 (2) pp. 22-28
2020 P300 ERP component on eating habits profiling using dynamic evolving spiking neural network (deSNN). International Journal on Perceptive and Cognitive Computing (IJPCC), 6 (2) pp. 29-35
2020 Prediction of monthly rainfall at Senai, Johor using artificial immune system and deep learning neural network. Test Engineering and Management, 83 () pp. 11740-11746
2020 Preventive and curative personality profiling based on EEG, ERP, and big five personality traits: a literature review. Journal of Computational and Theoretical Nanoscience, 17 (2/3) pp. 531-545
2020 Source code plagiarism detection approaches: a systematic literature review. Journal of Advanced Research in Dynamical and Control Systems, 12 (04 (Special Issue)) pp. 1575-1587
2020 Two suggested probabilistic and kinetic models for astrocytic network in spiking neural networks. International Journal of Advanced Trends in Computer Science and Engineering, 9 (5) pp. 7951-7957
2019 A review of data analysis for early-childhood period: taxonomy, motivations, challenges, recommendation, and methodological aspects. IEEE Access, 7 () pp. 51069-51103
2019 Adam optimization algorithm for wide and deep neural network. Knowledge Engineering and Data Science (KEDS), 2 (1) pp. 41-46
2019 An assessment of open data sets completeness. International Journal of Advanced Computer Science and Applications, 10 (6) pp. 557-562
2019 Detection of cracked digitized paintings and manuscripts based on threshold techniques. Journal of Computational and Theoretical Nanoscience, 16 (3) pp. 1108-1113
2019 Evolutionary deep belief networks with bootstrap sampling for imbalanced class datasets. International Journal of Advances in Intelligent Informatics, 5 (2) pp. 123-136
2019 Predicting uniaxial compressive strength using Support Vector Machine algorithm. Warta Geologi, 45 (1) pp. 13-16
2018 An analysis of ambiguity detection techniques for Software Requirements Specification (SRS). International Journal of Engineering & Technology, 7 (2.29 (Special Issue 29)) pp. 501-505
2018 Comparative performance of deep learning and machine learning algorithms on imbalanced handwritten data. International Journal of Advanced Computer Science and Applications, 9 (2) pp. 258-264
2018 Comparative performance of machine learning algorithms for cryptocurrency forecasting. Indonesian Journal of Electrical Engineering and Computer Science, 11 (3) pp. 1121 -1128
2018 Comparison of swarm intelligence algorithms for high dimensional optimization problems. Indonesian Journal of Electrical Engineering and Computer Science, 11 (1) pp. 300-307
2018 Monthly rainfall prediction model of Peninsular Malaysia using clonal selection algorithm. International Journal of Engineering & Technology, 7 (4.35 Special issue 35) pp. 182-185
2018 Performance analysis of machine learning algorithms for missing value imputation. International Journal of Advanced Computer Science and Applications, 9 (6) pp. 442-447
2018 Real-time human action recognition using stacked sparse autoencoders. Indian Journal of Science and Technology, 11 (4) pp. 1-6
2017 A review of wastewater treatment plant modelling: Revolution on modelling technology. American Journal of Environmental and Resource Economics, 2 (1) pp. 22-26
2017 An expanded square pattern technique in swarm of quadcopters for exploration algorithm. Journal of Theoretical and Applied Information Technology, 95 (20) pp. 5484-5493
2017 Convolutional neural networks and deep belief networks for analysing imbalanced class issue in handwritten dataset. International Journal on Advanced Science, Engineering and Information Technology, 7 (6) pp. 2302-2307
2017 Simulating the immune inspired energy charging mechanism for swarm robotic systems. Journal of Theoretical and Applied Information Technology, 95 (20) pp. 5473-5483
2016 An immune-inspired swarm aggregation algorithm for self-healing swarm robotic systems. Biosystems, 146 () pp. 60-76
2016 Arabic text classification: Review study. Journal of Engineering and Applied Science, 11 (3) pp. 528-536
2015 A comparative study of clonal selection algorithm for effluent removal forecasting in septic sludge treatment plant. Water Science and Technology, 71 (4) pp. 524-528
2015 Exploring energy charging problem in swarm robotic systems using foraging simulation. Jurnal Teknologi, 76 (1) pp. 239-244
2015 Immune network algorithm in monthly streamflow prediction at Johor river. ARPN Journal of Engineering and Applied Sciences, 10 (3) pp. 1352-1356
2015 Mobile robot path optimization algorithm using vector calculus and mapping of 2 dimensional space. Jurnal Teknologi, 77 (20) pp. 33-38
2015 The swarm-based exploration algorithm with expanded circle pattern for searching activities. Jurnal Teknologi, 77 (20) pp. 61-65
2015 Utilization of artificial immune system in prediction of paddy production . ARPN Journal of Engineering and Applied Sciences, 10 (3) pp. 1462-1467
2014 A clonal selection algorithm model for daily rainfall data prediction. Water Science and Technology , 70 (10) pp. 1641-1647
2014 Prediction analysis of effluent removal in a septic sludge treatment plant: a biomimetics engineering approach. Environmental Science: Processes & Impacts, 16 (9) pp. 2208-2214
2013 Customer relationship management approach for MyFamily system: a framework. Middle-East Journal of Scientific Research, 15 (9) pp. 1249-1254
2013 Development of effluent removal prediction model efficiency in septic sludge treatment plant through clonal selection algorithm. Journal of Environmental Management, 129 () pp. 260-265
Conference or Workshop Item

2021 Business model shifts: masjid kitchens as soup kitchens, jobs employment and empowering asnaf entrepreneurs, and income generation for the masjid. In: International Conference on Information Technology for the Muslim World (ICT4M 2021),
2020 A benchmark of modeling for sentiment analysis of the Indonesian Presidential Election in 2019. In: 7th International Conference on Cyber and IT Service Management, CITSM 2019,
2020 Model comparison of estimated glomerular filtration rate for acute kidney injury in intensive care unit. In: 5th International Conference on Mechanical Engineering Research 2019,
2019 An Optimized Support Vector Machine (SVM) based on Particle Swarm Optimization (PSO) for cryptocurrency forecasting. In: 16th International Learning and Technology Conference, L and T 2019,
2019 Improved particle swarm optimization by fast annealing algorithm. In: 2019 International Conference of Artificial Intelligence and Information Technology (ICAIIT),
2019 Indonesian affective word resources construction in valence and arousal dimension for sentiment analysis. In: The 6th International Conference on Cyber and IT Service Management (CITSM 2018),
2019 Medical image analysis using deep learning: a review. In: 2019 IEEE International Conference on Innovative Research and Development (ICIRD),
2018 Analyzing and visualizing data dengue hotspot location. In: Data Science Research Symposium 2018,
2018 Analyzing and visualizing Thoracic Surgery Data Set. In: Data Science Research Symposium,
2018 Early prediction of acute kidney injury using machine learning algorithms. In: Asia Pacific Advanced Network Meeting (APAN 46),
2018 Emotion recognition and brain mapping for sentiment analysis: a review. In: 2nd International Conference on Informatics and Computing, ICIC 2017,
2016 Exploring imbalanced class issue in handwritten dataset using convolutional neural networks and deep belief networks. In: The 3rd International Multi-Conference on Artificial Intelligence Technology (M-CAIT 2016),
2015 An artificial immune system for self-healing in swarm robotic systems. In: 10th International Conference on Information Processing in Cells and Tissues, IPCAT 2015,
2015 An artificial immune system for self-healing in swarm robotic systems. In: 10th International Conference on Information Processing in Cells and Tissues, IPCAT 2015,
2015 Clustering natural language morphemes from EEG signals using the Artificial Bee Colony algorithm. In: Fourth International Neural Network Society Symposia Series (INNS-CIIS 2014),
2015 Real time astrocyte in spiking neural network. In: 2015 SAI Intelligent Systems Conference (IntelliSys 2015),
2015 Simple recurrent network in real time astrocyte. In: 2015 International Symposium on Innovations in Intelligent Systems and Applications (INISTA),
2015 The initial investigation of the design and energy sharing algorithm using two-ways communication mechanism for Swarm Robotic System. In: Fourth INNS Symposia Series on Computational Intelligence in Information Systems (INNS-CIIS 2014),
2015 The initial investigation of the design and energy sharing algorithm using two-ways communication mechanism for Swarm Robotic System. In: Fourth INNS Symposia Series on Computational Intelligence in Information Systems (INNS-CIIS 2014),
2014 Agent based modeling and simulation of granuloma formation for the development of energy charging mechanism in Swarm Robots. In: 3rd International Conference on Computer Engineering & Mathematical Sciences (ICCEMS 2014),
2014 Designing and implementation of robot mapping algorithm for mobile robot . In: International Research Invention & Innovation Exhibition for 2014 (IRIIE 2014),
2014 Immune network algorithm in monthly streamflow prediction at Johor river. In: Advancement in Information Technology International Conference ,
2014 Implementation of Cognitive Mapping Algorithm for Robot Navigation System. In: 2014 4th World Congress on Information and Communication Technologies, WICT 2014,
2014 Modelling immune systems responses for the development of energy sharing strategies for swarm robotic systems. In: International Conference on Computational Science and Technology (ICCST’14),
2014 Understanding the immune responses in granuloma formation through agent-based simulation. In: International Research, Invention and Innovation Exhibition 2014 (IRIIE2014),
2014 Utilization of artificial immune system in prediction of paddy production. In: Advancement in Information Technology International Conference ,
2012 Analysis of sequence batch reactor for COD and TSS removal identification from septic sludge treatment plant using bio inspired algorithm: a case study in Sarawak. In: National Graduate Conference 2012 (NATGRAD 2012),
2012 Bio-engineered solution in enhancement of septic sludge with artificial immune system. In: International Conference on Water Resources (ICWR 2012),
2012 Daily rainfall prediction using clonal selection algorithm. In: International Conference on Water Resources (ICWR 2012),
2011 Modelling containment mechanisms in the immune system for applications in engineering . In: Proceedings of the 9th International Conference on Artificial Immune Systems ,
2010 Towards self-healing swarm robotics systems inspired by granuloma formating. In: International Conference on Engineering of Complex Computer Systems,
2009 Aggregation of swarms for fault tolerance inswarm robotics using immuno-enginering approach . In: Proceedings of the 9th Annual Workshop on Computational Intelligence,
Book Section

2021 Redesign business model of masjid kitchens as soup kitchens, providing jobs employment and nurturing of asnaf as entrepreneurs, and income generation for the masjid. In: Pusat Islam UTM, ISBN: , pp. 100-111
2015 Clustering natural language morphemes from EEG signals using the Artificial Bee Colony algorithm. In: Switzerland, ISBN: 978-3-319-13152-8, pp. 51-60
2010 An artifical immune systems for robot organisms. In: Springer, ISBN: 978-3642-11691-9, pp. 279-302