Mohd Izzuddin Mohd Tamrin received his B.IT (Hons) degree in Information System Engineering, M.IT degree and Ph.D degree from the Multimedia University, University of Melbourne and International Islamic University Malaysia in 2004, 2005 and 2013 respectively.
He is an Assistant Professor at the Kulliyyah of Information and Communication Technology teaching Database Systems, Database Programming, Information Retrieval Technologies, Data Communications and e-Commerce.
He is attached to the Processors and Modelling research cluster and is currently working with his colleagues and students on defining new variants of theoretical models for molecular stochastic and fuzzy operations performed on DNA molecules.
Another research focus is on extracting minimal microvascular features from retina and applying machine learning techniques to construct optimal predictor for cardiovascular disease.

BUSINESS DATA COMMUNICATION	2018/2019 2017/2018 2014/2015
BUSINESS DATA COMMUNICATION & NETWORKING	2018/2019
BUSINESS DATA COMMUNICATION AND NETWORKING	2017/2018
COMPUTING PROJECT	2017/2018
DATA COMMUNICATION IN BUSINESS	2015/2016 2014/2015
DATA MINING	2018/2019
DATABASE PROGRAMMING	2018/2019
DATABASE SYSTEM II	2015/2016 2014/2015
DATABASE SYSTEMS	2023/2024 2022/2023 2021/2022 2020/2021 2019/2020 2018/2019 2017/2018
DATABASE SYSTEMS I	2013/2014
E-COMMERCE	2007/2008
FINAL YEAR PROJECT 1	2017/2018
FINAL YEAR PROJECT I	2021/2022 2020/2021 2019/2020 2017/2018 2016/2017 2015/2016 2014/2015 2013/2014 2012/2013
FINAL YEAR PROJECT II	2021/2022 2020/2021 2019/2020 2017/2018 2016/2017 2015/2016 2014/2015 2013/2014 2007/2008
INDUSTRIAL ATTACHMENT	2017/2018 2016/2017 2015/2016 2014/2015 2013/2014 2012/2013
INFORMATION RETRIEVAL TECHNOLOGIES	2013/2014 2012/2013
INTRODUCTION COMPUTER NETWORKING (NON ICT)	2012/2013
INTRODUCTION TO DATABASE	2007/2008
MANAGEMENT INFORMATION SYSTEM	2016/2017
MANAGEMENT INFORMATION SYSTEMS	2023/2024 2022/2023
METHODOLOGIES FOR SYSTEM DEVELOPMENT	2017/2018
PRACTICAL TRAINING	2007/2008
SYSTEM DEVELOPMENT METHODOLOGIES	2017/2018

Completed

2020 - 2021	Predicting Spatial Displacement based on Intraocular Image Design using Convolution Neural Network
2019 - 2021	IIUM Blue Light Hazard App: Transferring Optical Knowledge on the Circadian and Retinal Hazard of Blue Light to the Malaysian Optometrists
2019 - 2022	Analysis and Design of Unsupervised Federated Intelligence for Early Lung Cancer Screening
2018 - 2020	Application of Machine Learning Techniques on Biomedical Images
2018 - 2022	Prototype development of comprehensive pterygium prediction software utilizing multiple pterygium morphologies
2016 - 2019	New Computational Models for Biological Data Analysis Based on Static Watson-Crick Grammars
2014 - 2016	Weighted Watson-Crick Automata and Applications in Halal Authentication
2014 - 2017	Novel Method for Building Ancient Recombination Landscape using Archaic Human Genomes
2014 - 2017	Characterizing Pterygium Fibrovascular Tissue using Hybrid Feature Selection Technique
2013 - 2015	Establishment of Expert System to Predict Cardiovascular Risk Using Features from Retinal Vasculature

On-Going

2016 - Present

Malaysian SMEs in Big Data Environment: Formulating a Holistic Capability Framework

Article

2022	An empirical study of smart cities framework adoption for sustainable living in Province Balochistan of Pakistan. Journal of Networking and Communication Systems, 5 (2) pp. 1-9
2022	Unsupervised chest X-ray opacity classification using minimal deep features. International Journal of Advanced Computer Science and Applications, 13 (3) pp. 259-262
2022	Volume of interest-based fractal analysis of Huffaz’s Brain. Fractal and Fractional, 6 (7) pp.
2021	Postsurgery classification of best-corrected visual acuity changes based on Pterygium Characteristics using the Machine Learning Technique. The Scientific World Journal, 2021 () pp. 1-7
2021	Predicting spatial displacement based on intraocular image design using convolution neural network - preliminary findings. Journal of Information Systems and Digital Technologies, 3 (1) pp. 74-82
2020	Characterizing protection ability of blue blocking lenses using k-means clustering. Journal of Mechanics of Continua and Mathematical Sciences, Special Issue (9) pp. 249-258
2020	COVID-19 deep learning prediction model using publicly available radiologist-adjudicated chest X-ray images as training data: preliminary findings. International Journal of Biomedical Imaging, 2020 () pp. 1-7
2020	Quality impact of online database in selected universities in Malaysia. International Journal on Islamic Applications in Computer Science And Technology, 8 (3) pp. 38-43
2020	Reliability of Pterygium Redness Grading Software (PRGS) in describing different types of primary pterygia based on appearance = Kebolehpercayaan Perisian Penggredan Kemerahan Pterigium (PRGS) dalam mengelaskan pelbagai jenis pterigium berdasarkan perawakan. Sains Malaysiana, 49 (5) pp. 1015-1020
2020	Short term effect of virtual reality headset on blink rate and inter-blink interval. Journal of Engineering and Science Research, 4 (1) pp. 47-51
2020	Short term effect of virtual reality on eye accommodative ability. Journal of Engineering and Science Research, 4 (1) pp. 35-39
2020	Short term effect of virtual reality on tear film stability and ocular discomfort. Journal of Engineering and Science Research, 4 (1) pp. 40-46
2019	3D-printed model enhances learning experience in optometric education. International Journal of Innovative Technology and Exploring Engineering, 8 (9S3) pp. 1355-1359
2019	Benchmarking of halal food products using similarity measures – a conceptual retrieval model. Journal of Information Systems and Digital Technologies, 1 (1) pp. 17-24
2019	Supervised identification of Acinetobacter Baumanni strains using artificial neural network. Journal of Information Systems and Digital Technologies, 1 (2) pp. 16-23
2019	The use of decision tree in breast cancer-related research: a scoping analysis based on Scopus-indexed articles. International Journal of Innovative Technology and Exploring Engineering, 8 (9S3) pp. 1344-1355
2018	Antecedents of knowledge management practices: Case of Malaysian practitioners. Bulletin of Electrical Engineering and Informatics, 7 (1) pp. 125-133
2018	MyRental4U for landlords and tenants: Enhanced conceptual business model. International Journal of Computer Science and Information Technology Research, 6 (2 (April-June)) pp. 159-169
2018	Near field communication enabled mobile payments: preliminary study. International Journal of Engineering & Technology (UAE), 7 (2.34 (Special issue 34)) pp. 60-63
2018	Watson–Crick context-free grammars: Grammar simplifications and a parsing algorithm. The Computer Journal :Section A: Computer Science Theory, Methods and Tools, () pp. 1-13
2017	A comparative performance analysis of modified Dӧmӧsi’s cryptosystem and data encryption standard. International Journal on Perceptive and Cognitive Computing (IJPCC), 3 (1) pp. 11-14
2017	A symmetric cryptosystem based on nondeterministic finite automata. Journal of Theoretical and Applied Information Technology ( JATIT ), 95 (6) pp. 1489-1498
2017	Multiset controlled grammars. Journal of Theoretical and Applied Information Technology, 95 (22) pp. 6089-6098
2017	Multiset controlled grammars: A normal form and closure properties. Indonesian Journal of Electrical Engineering and Computer Science, 8 (1) pp. 36-42
2017	Prediction of changes in visual acuity and contrast sensitivity function by tissue redness after pterygium surgery. Current eye research, 42 (6) pp. 852-856
2017	Prediction of changes in visual acuity and contrast sensitivity function by tissue redness after pterygium surgery. Current Eye Research, 42 (6) pp. 852-856
2016	A new block cipher based on finite automata systems. International Journal on Perceptive and Cognitive Computing (IJPCC), 2 (1) pp. 23-26
2016	An overview of cryptosystems based on finite automata. Journal of Advanced Review on Scientific Research, 27 (1) pp. 1-7
2016	Benchmarked pterygium images for human and machine graders. Journal of Engineering and Applied Sciences, 11 (11) pp. 2378-2382
2016	Generative power and closure properties of Watson-Crick grammars. Applied Computational Intelligence and Soft Computing, 2016 () pp. 1-12
2016	Inter-grader reliability of a supervised pterygium redness grading system. Advanced Science Letters, 22 (10) pp. 2885-2888
2016	Nonlinear consensus for multi-agent systems using positive intractions of doubly stochastic quadratic operators. International Journal on Perceptive and Cognitive Computing (IJPCC), 2 (1) pp. 19-22
2016	Performance and security improvements of Dӧmӧsi’s cryptosystem. International Journal of Applied Mathematics and Statistics, 55 (2) pp. 32-45
2015	Closure properties of Watson-Crick grammars. AIP Conference Proceedings, 1691 () pp. 040032-1
2015	GLCM texture analysis on different color space for pterygium grading. ARPN Journal of Engineering and Applied Sciences, 10 (15) pp. 6410-6413
2014	Weighted Watson-Crick automata. AIP Conference Proceedings, 1605 () pp. 302-306
2013	Collaboration algorithms between intermediaries for supporting flexible supply chain management. International Journal of Applied Mathematics and Informatics, 7 (2) pp. 33-43
2013	Hierarchical structural driven model for integrative information management architecture. International Journal of Advanced Computer Science and Information Technology, 2 (1) pp. 1-13

Conference or Workshop Item

2022	Comparison of deep learning architectures for CXR opacity detection. In: 11th International Conference on Software and Computer Applications (ICSCA 2022),,
2021	e-Hailing from Service Quality Perspective: A Malaysian Based Study. In: 2021 International Conference on Software Engineering & Computer Systems and 4th International Conference on Computational Science and Information Management (ICSECS-ICOCSIM),
2020	Adopting e-hailing application among Malaysian millennials.. In: "The 7th International Conference on Cyber and IT Service Management (CITSM 2019)",
2020	Characterizing protection ability of blue blocking lenses using K-means clustering. In: "6th International Conference on the Life Sciences and Sustainability 2020,
2020	PPT-Short Term Effect of Virtual Reality on Tear Film Stability and Ocular Discomfort. In: 6th International Conference on the Life Sciences and Sustainability 2020,
2020	Short term effect of virtual reality on eye accommodative ability. In: "6th International Conference on the Life Sciences and Sustainability 2020,
2020	Short-term effect of virtual reality headset on blink rate and inter-blink interval. In: "6th International Conference on the Life Sciences and Sustainability 2020",
2019	Assessing the effect of learning with eye-fixation complexity analysis. In: 5th International Conference on Communication and Computer Engineering 2018,
2019	Brain structure characterization of huffaz (memorizers of the Quran): evidence from magnetic resonance imaging. In: 3rd Nusantara Conference 2019 on Medical Issues from Islamic Perspective,
2019	Influencing factors of social commerce behavior in Saudi Arabia. In: 2019 International Conference on Computer and Information Sciences (ICCIS),
2018	Knowledge management readiness index: multiple industries perspective. In: 2018 International Conference on Information and Communication Technology for the Muslim World (ICT4M),
2017	Antecedents of knowledge management practices: case of Malaysian practitioners. In: International Conference on Advanced Computer Science Applications and Technologies (ACSAT2017),
2017	Knowledge management behavior among practitioners in Malaysia. In: 6th International Conference on Computing and Informatics 2017 (ICOCI2017),
2017	Social commerce behavior among university students in Malaysia. In: 6th International Conference on Computing and Informatics 2017 (ICOCI 2017),
2016	A performance improvement of Dömösi’s cryptosystem. In: Progress in Applied Mathematics in Science and Engineering 2015,
2016	Computational properties of Watson-Crick context-free grammars. In: 2015 4th International Conference on Advanced Computer Science Applications and Technologies (ACSAT 2015),
2016	The computational power of Watson-Crick grammars: Revisited. In: The 5th Asian Conference on Membrane Computing (ACMC2016),
2015	A performance improvement of Domosi’s cryptosystem . In: 2015 Progress in Applied Mathematics in Science and Engineering (PIAMSE),
2015	Closure properties of Watson-Crick Grammars . In: 2nd Innovation and Analytics Conference & Exhibition (IACE 2015),
2015	Watson-Crick linear grammars. In: The Second International Conference on Advanced Data and Information,
2014	Fibrovascular redness grading using Gaussian process regression with radial basis function kernel. In: 2014 IEEE Conference on Biomedical Engineering and Sciences (IECBES 2014),
2014	Nonterminal complexity of weakly conditional grammars. In: 6th Asian Conference, ACIIDS 2014,
2014	Supervised retinal vessel segmentation based on neural network using broader aging dataset. In: International Work-Conference on Bioinformatics and Biomedical Engineering (IWBBIO 2014),
2014	Supervised vessel segmentation with minimal features. In: IEEE 19th Functional Electrical Stimulation Society Annual Conference (IFESS),
2014	Validation of low-cost eye tracking setup for smooth pursuit application. In: 2014 IEEE Conference on Open Systems (ICOS 2014),
2013	Weighted Watson-Crick Automata. In: The 21st National Symposium on Methematical Sciences,

Book Section

2019	Watson-Crick Linear Grammars. In: Springer Singapore, ISBN: 978-981-13-1797-2, pp. 403-412
2019	Watson-Crick Linear Grammars. In: Springer Singapore, ISBN: 978-981-13-1797-2, pp. 403-412
2012	Collaboration of integrative processes intermediaries supporting supply chain management. In: WSEAS Press, ISBN: 978-1-61804-148-7, pp. 59-64
2012	Collaboration of integrative processes intermediaries supporting supply chain management. In: WSEAS Press, ISBN: 978-1-61804-148-7, pp. 59-64

Monograph

2021	Finite element analysis model #1. In: ,
2021	Finite element analysis model #1 using foldable acrylic constants. In: ,
2021	Finite element analysis model #2. In: ,
2021	Finite element analysis model #2 using foldable acrylic constants. In: ,
2021	Finite element analysis model #3 using foldable acrylic constants. In: ,
2021	Finite element analysis model #4. In: ,
2021	Finite element analysis model #4 using foldable acrylic constants. In: ,
2021	Finite element analysis model #5 using foldable acrylic constants. In: ,
2021	Finite element analysis model #6 using foldable acrylic constants. In: ,
2021	Technical report TR01 - IOL material identification. In: ,
2018	Malaysian SMEs in big data environment: formulating a holistic capability framework. In: ,
2016	Weighted Watson-crick automata and applications in halal authentication. In: ,