Staff Directory
Academic Qualifications
- Phd in Computer Science - Doctor of Philosophy, University of Manchester
- Msc in System Engineering with Information Technology Applications - Masters Degree, Cardiff University
- Bachelor of Engineering (Computer and Information) - Bachelor Degree, International Islamic University Malaysia
Nurul Fariza Binti Zulkurnain (Assoc. Prof. Dr.)
Associate Professor
IIUM Gombak Campus
KULLIYYAH OF ENGINEERING
nurulfariza@iium.edu.my
6506
Expert Profile
Data Mining, Big Data and IoT
Area of Specialisation
- ICT ~ Information, Computer And Communications Technology (ICT) ~ Database Technology ~ Data Mining - Data Mining -Big Data
Professional Membership
- 2017 : Member of Profesional Body / Association: (Member), Instituition of Engineers Malaysia (IEM)
- 2018 - 2019 : Member of Profesional Body / Association: (Member), Institute of Electrical and Electronics Engineers (IEEE)
Teaching Responsibilities
| BIG DATA ANALYTIC | 2024/2025 |
| C0MPUTING SYSTEMS & PROGRAMMING | 2005/2006 |
| COMPUTER AND INFORMATION ENG. LABII | 2018/2019 |
| COMPUTER AND INFORMATION ENGINEERING LAB I | 2022/2023 2021/2022 |
| COMPUTER INFORMATION ENGINEERING LAB II | 2018/2019 |
| COMPUTING SYSTEMS & PROGRAMMING | 2006/2007 |
| DATA MINING | 2022/2023 2021/2022 |
| DATA STRUCTURE AND ALGORITHM DESIGN | 2024/2025 2021/2022 |
| DATA STRUCTURE AND PROGRAMMING | 2025/2026 2024/2025 2023/2024 2022/2023 2021/2022 |
| DATABASE SYSTEMS | 2025/2026 2024/2025 2023/2024 2022/2023 2019/2020 |
| ENGINEERING LAB I | 2006/2007 |
| ENGINEERING LAB II | 2006/2007 |
| FINAL YEAR PROJECT 1 | 2019/2020 |
| FINAL YEAR PROJECT 2 | 2025/2026 2024/2025 |
| FINAL YEAR PROJECT I | 2023/2024 2020/2021 2019/2020 2018/2019 |
| FINAL YEAR PROJECT II | 2024/2025 2022/2023 2021/2022 2018/2019 |
| INTEGRATED DESIGN PROJECT | 2017/2018 2016/2017 2015/2016 2014/2015 2013/2014 |
| MICROPROCESSORS AND INTERFACING | 2013/2014 |
| OBJECT ORIENTED PROGRAMMING | 2006/2007 |
| OBJECT ORIENTED PROGRAMMING FOR ENGINEERS | 2006/2007 |
| OBJECT ORIENTED PROGRAMMING WITH JAVA | 2025/2026 2023/2024 2022/2023 2019/2020 2018/2019 |
| OPERATING SYSTEMS | 2016/2017 2015/2016 2014/2015 2013/2014 2012/2013 |
| PROGRAMMING FOR ENGINEERS | 2017/2018 2016/2017 2015/2016 2014/2015 2013/2014 2012/2013 |
| SELECTED TOPICS IN COMPUTER AND INFORMATION ENGINEERING | 2018/2019 |
| SELECTED TOPICS IN COMPUTER TECHNOLOGY | 2018/2019 2017/2018 2016/2017 2015/2016 |
| SEMINAR | 2005/2006 |
| SOFTWARE ENGINEERING | 2018/2019 |
| SOFTWARE ENGINEERING DESIGN | 2018/2019 |
Supervision
|
The Parallel Fuzzy C-Median Clustering Algorithm Using The Spark For The Big Data..
Ph.D
Completed
2024
Main Supervisor
|
|
An Efficient Algorithm To Discover Colossal Closed Itemsets In High Dimensional Data
.
Ph.D
Completed
2020
Main Supervisor
|
|
Assessment Of Iot Immunity Against Attacks Using Iot Honeypots.
Master
Completed
2019
Co-supervisor
|
|
Designing An Efficient Hybrid Algorithm Using Unifying Process To Mine Frequent Itemset.
Master
Completed
2016
Main Supervisor
|
Research Projects
Completed
| 2022 - 2025 | LoRaWAN Radio Propagation for tributary remote monitoring in tropical weather conditions |
| 2016 - 2019 | Investigation of Novel Algorithm using Features of Respiratory Sounds Abnormalities for Detection of Lung Cancer |
| 2015 - 2018 | An Efficient Algorithm on Lossless Audio Compression using Optimized Linear Predictor and Entropy Coding for Multichannel Quranic Audio Recitation |
| 2014 - 2019 | An Efficient Algorithm to Discover Large and Frequent Itemset in High Dimensional Data |
| 2013 - 2016 | Discovering Colossal Closed Itemsets from High Dimensional Datasets |
On-Going
| 2026 - Present | Visi Sentuhan: Aplikasi AI untuk Segmentasi Imej dan Penjanaan Corak Bertekstur bagi Golongan Cacat Penglihatan |
| 2013 - Present | Disaster Rescue and Management for Radiation Related Disaster Strategic Initiative for Muslim Nations |
Publications
Articles
| 2025 | An innovative hybrid deep learning technique based on neural networks for early detection of lung cancer. International Research Journal of Innovations in Engineering and Technology (IRJIET), 9 (Special Issue) pp. 288-294 |
| 2024 | The Parallel Fuzzy C-Median Clustering Algorithm Using Spark for the Big Data. IEEE Access, 12 () pp. 151785-151804 |
| 2022 | A spark-based parallel fuzzy C median algorithm for web log big data. International Journal on “Technical and Physical Problems of Engineering” (IJTPE), 14 (3) pp. 212-220 |
| 2022 | An efficient parallel clustering algorithm on big data using Spark. Journal of East China University of Science and Technology, 65 (2) pp. 535-547 |
| 2021 | An efficient fuzzy C-least median clustering algorithm. IOP Conference Series: Materials Science and Engineering, 1070 () pp. 1-11 |
| 2021 | An efficient fuzzy clustering algorithm for mining user session clusters on web log data. International Journal of Informatics, Information System and Computer Engineering, 2 (2) pp. 80-93 |
| 2019 | Improved BVBUC algorithm to discover closed itemsets in long biological datasets. Applied Mechanics and Materials, 892 () pp. 157-167 |
| 2018 | On the review and setup of security audit using Kali Linux. Indonesian Journal of Electrical Engineering and Computer Science, 11 (1) pp. 51-59 |
| 2018 | RARE: mining colossal closed itemset in high dimensional data. Knowledge-Based Systems, 161 () pp. 1-11 |
| 2017 | The distribution of path loss exponent in 3D indoor environment. International Journal of Applied Engineering Research, 12 (18) pp. 7154-7161 |
| 2017 | Towards scalable algorithm for closed itemset mining in high-dimensional data. Indonesian Journal of Electrical Engineering and Computer Science, 8 (2) pp. 487-494 |
Conference or Workshop Items
| 2025 | Real-time NLP-based stress detection in social media for digital mental health intervention. In: 11th IEEE International Conference on Smart Instrumentation, Measurement and Applications, ICSIMA 2025, |
| 2025 | Real-time PPE compliance monitoring on construction sites using YOLOv7 and YOLOv8 object detection models. In: 11th IEEE International Conference on Smart Instrumentation, Measurement and Applications, ICSIMA 2025, |
| 2023 | Development of monitoring system for mentor-mentee programme. In: 2023 9th International Conference on Computer and Communication Engineering (ICCCE), |
| 2023 | Real-time safety helmet detection using enhanced YOLOv5 object detection. In: IEEE 9th International Conference on Smart Instrumentation, Measurement and Applications (ICSIMA 2023), |
| 2023 | Web-based safety eyewear detection system in workplace using machine learning. In: Proceedings of the 9th International Conference on Computer and Communication Engineering, ICCCE 2023, |
| 2022 | Content-based image retrieval system using fuzzy colour and local binary pattern with apache lucene. In: International Conference on Advances in Computer Engineering and Communication Systems (ICACECS 2021), |
| 2021 | A survey on parallel clustering technique for big data framework. In: 2nd Global Conference on Artificial Intelligence and Applications (GCAIA 2021), |
| 2019 | Frequent itemset mining in high dimensional data: a review. In: 5th International Conference on Computational Science and Technology (ICCST 2018), |
| 2018 | Analysis of THUG: a low-interaction client honeypot to identify malicious websites and malwares. In: 2018 7th International Conference on Computer and Communication Engineering (ICCCE), |
| 2018 | HYBRID: an efficient unifying process to mine frequent itemsets. In: 2017 IEEE 3rd International Conference on Engineering Technologies and Social Sciences (ICETSS), |
| 2017 | JIR2TA: Joint Invocation of Resource-Based Thresholding and Trust-Oriented Authentication in mobile adhoc network. In: SAI Intelligent Systems Conference (IntelliSys) 2016, |
| 2017 | STCM: Secured trust-based communication method in vulnerable mobile adhoc network. In: The 9th International Conference on Robotic, Vision, Signal Processing and Power Applications (RoViSP 2016), |
| 2016 | STCM: secured trust-based communication method in vulnerable mobile adhoc network. In: 9th International Conference on Robotic, Vision, Signal Processing and Power Applications, RoViSP 2016, |
| 2015 | SSM: Secure-Split-Merge data distribution in cloud infrastructure. In: 2015 IEEE Conference on Open Systems (ICOS), |
Book Sections
| 2021 | Identification of interested web users using decision tree classifier. In: Springer Nature Singapore, ISBN: 978-981-15-9018-4, pp. 143-156 |
| 2013 | DisClose: Discovering colossal closed itemsets via a memory efficient compact row-tree. In: Springer Berlin Heidelberg, ISBN: 978-3-642-36777-9, pp. 141-156 |
Monograph
| 2019 | An efficient algorithm to discover large and frequent itemset in high dimensional data. In: , |