Intelligent Data Analytics Lab
Intelligent Data Analytics Lab was originally established in 2014 by the Institute of Visual Informatics, Universiti Kebangsaan Malaysia. The Laboratory is highly relevant in this Industrial Revolution 4.0 (IR4.0) age as it addresses several research fields in application domain of visual analytics, analytical reasoning, artificial intelligence, data mining, data modelling, data visualisation, information visualisation, knowledge visualisation, knowledge discovery, intelligence analysis, machine intelligence, pattern analysis, sentiment analysis, social computing, visual analytics, visual data exploration, data discovery and visualisation for information retrieval. The aims of this research is to turn the information overload into an opportunity by enabling decision-makers and analysts to extract relevant information from the flood of data. The field of Intelligent Data Analytics focuses on handling massive, heterogenous, and dynamic volumes of information by integrating human judgement by means of visual representations and intelligent techniques in the analysis process.
The lab has predominantly focused on how to integrate multiples sources of information when making the analysis processes. These processes may involve several related technique in visualisation, data mining, machine learning and statistics. The combination turns the Intelligent Data Analytics into a promising field of research. To implement mechanisms underlying this research area, the lab is equipped with server, workstation, personal computers, OCR scanner, plotter printer, smart panel and large screen displays.
Current Projects:
- Deanonymisation of Bitcoin transaction in decentralised, Trustless Payment Channel Networks – headed by Prof. Dato’ Dr. Halimah Badioze Zaman
- Sentiment Analysis technique for the development of an improved Chatbot to assess Customer Satisfaction Index (CSI) – headed by Prof. Dato’ Dr. Halimah Badioze Zaman
- Intelligent automation on real time Automative Collison technique to measure level of accidents that occur for use in Smart Cities – headed by Prof. Dato’ Dr. Halimah Badioze Zaman
- Sentiment Analysis technique to measure behaviour and emotion for national security detection – headed by Prof. Dato’ Dr. Halimah Badioze Zaman
- A Model Development for Empowering Women’s Skill in Government Sector: Towards The Fourth Industrial Revolution – headed by Dr. Ely Salwana Mat Surin
- A New Algorithm for Automated Ontology Merging based on Semantic Concepts Similarity Matching – headed by Assoc. Prof. Dr. Rabiah Abdul Kadir
- A New Optimization Model For Learning Disorder Children to Support Learning Development Plan – headed by Dr. Ely Salwana Mat Surin
- A Prototype Development of the SmartBin Waste Management Systems for Majlis Perbandaran Kemaman – headed by Assoc. Prof. Dr. Mohammad Nazir Ahmad
- Development of the Smart Halal License Identification System – headed by Assoc. Prof. Dr. Mohammad Nazir Ahmad
- Improving Care for Chronic Diseases: Informatics Intervention Model in Mobile Health Care Monitoring System – headed by Dr. Norshita Mat Nayan
- Kajian Penganalisaan Penilaian Kerentanan dan Adaptasi Perubahan Iklim di Malaysia – headed by Assoc. Prof. Dr. Rabiah Abdul Kadir
- Mobile Application Development for Islamic Tourism Industry in Malaysia and Its Impact on Site Travellers Behaviour – headed by Dr. Norshita Mat Nayan
- Pembangunan Aplikasi Mudah Alih Berdasarkan Cadangan Model Ramalan Untuk Mengenal Pasti Kemahiran Wanita di Era Industri 4.0 – headed by Dr. Ely Salwana Mat Surin
- Pembangunan Indeks Kesedaran dan Pengetahuan Serta Kebersediaan Terhadap Konsep Analitik Data Taya di Kalangan Kakitangan Pelaksana, Pengurusan dan Profesional dan Akademik di UKM – headed by Dr. Mohamad Taha Ijab
Current Students:
- Gijs van Dam – Deanonymisation of Bitcoin transaction in decentralised, Trustless Payment Channel Networks
- Nurul Muizzah Johari – Sentiment Analysis technique for the development of an improved Chatbot to assess Customer Satisfaction Index (CSI)
- Mostafa Ghane – Intelligent automation on real time Automative Collison technique to measure level of accidents that occur for use in Smart Cities
- Khairul Khalil bin Ishak – Sentiment Analysis technique to measure behaviour and emotion for national security detection
- Bagus Priambodo – Propagation Prediction of Traffic Congestion on Neighbouring Roads using Hidden Markov Model
- Harlisa Zulkifli – Visualization of Integrated of Data Water Bodies to Support the Decision Making Process
- Mohammad Hafizi bin Jainal –Penyahkaburan Makna Teks Pertanyaan Berasaskan Ontologi
- Mohammad Yudhi Rezaldi – A Mapping Model of Aesthetic 3D Geovisualization of Flood Disaster
- Nurhadi – Pengurusan Data Heterogenuous Bandar Pintar dalam Data Lake
- Wydyanto – Optical Character Recognition in Writing Alphabet Image
- Yasuki Shima – Optimization of Public Transport Scheduling Using Genetic Algorithm and K-Means Analysis
- Zahidan bin Zabri – Network Instrusion Behavior using Packet Capture Association Technique
- Zailan Arabee bin Abdul Salam – Ontology Merging using Statistical Methods and Visualization to Support Contextual Language Translation