Research
Research Interests and Experience:
My current works revolve around artificial intelligence and machine learning, for problems in text mining, recommender systems, and optimization. The approaches I am interested include deep neural network, deep reinforcement learning, multi-objective optimization. The domains that I am interested in are education, health, agriculture, and biodiversity.
Ongoing Research Projects:
Interactive Machine Learning based on Deep Reinforcement Learning and Generative Adversarial Network Hybrid for Digital Twin, Air Force Office of Scientific Research (AFOSR), United States, 2021-2024
Digitalisation and Internet of Things Programme for Biodiversity, Academy of Sciences Malaysia (ASM), Malaysia 12th Plan, 2022-2025
Digital Twin Prototype for Integrated Multi-Enterprise Agricultural Monitoring Mechanism, Geran Putra Berkumpulan (Program Strategik TNC), 2022-2023
Back to Work Better, APEC-Science Leadership Fellowship Program, National Science and Technology Development Agency (NSTDA), Thailand, 2021-2022
Artificial Intelligence for Personalized Learning, Malaysia Task Force for Artificial Intelligence Roadmap Implementation
Artificial Intelligence for Education in Enhancing Education for Human Capital Development through Establishing Future Learning Ecosystem, Malaysia Research University Network Grant, Ministry of Education Malaysia (Lead Sub project), 2018-2021 project website
Multimodal Hierarchical Fusion Feature Model Incorporating Attention Mechanism with Word Level Alignment, Fundamental Research Grant Scheme, Ministry of Higher Education Malaysia (Co-researcher), 2020-2023
Completed Research Projects:
Deep Recurrent Q-Network Approach for Multi Objective Markov Decision Process in Partially Observable Environment, United Air Force Office of Scientific Research (AFOSR), United States, (Principal Researcher), 2018-2021
Impact Study on the Integration of Welfare Bantuan Sara Hidup (BSH) Delivery Database (Lead Sub project), Inland Revenue Board of Malaysia (LHDN), 2020-2021
Analytics Dashboard for Government Financial Aid System, (Lead Sub project), Inland Revenue Board of Malaysia (LHDN), 2021
Multicriteria Optimization Decision Model to lmprove Operational Efficiency of Social Welfare Case Management, Fundamental Research Grant Scheme, Ministry of Education, Malaysia (Co-researcher), 2019-2021
Conceptualising a Linguistic and Rhetorical Move Prototype of Best Practices in Medical Learners’ Oral Case Presentation, Fundamental Research Grant Scheme, ,Ministry of Education Malaysia (Co-researcher), 2019-2021
Artificial Intelligence in Business Intelligence for Improving Food and Beverages Customer Service, Innovation Grant, Universiti Putra Malaysia (Co-researcher), 2018-2019
Envisioning Putra Future Classroom for UPM Smart Campus: Early Prediction of At-Risk Students using Learning Analytics, Innovation in Teaching and Learning Grant, Universiti Putra Malaysia (Co-Researcher), 2018-2021
Envisioning Putra Future Classroom Ecosystem For Upm Smart Campus: Development Of Transformative Curriculum Management System For Customized T&L Based On Content Knowledge, Task-Based Pedagogy, User Needs And Experiences, Innovation in Teaching and Learning Grant, Universiti Putra Malaysia (Co-Researcher), 2018-2021
Integrating Interprofessional Simulation-based Obesity Education into the Virtual World for Health Profession Students, Innovation in Teaching and Learning Grant, Universiti Putra Malaysia (Co-Researcher), 2018-2021
Strategic Integrated Measure on Advocating IDEAS2: A Comprehensive Fundamental, Technical and Public Health Approaches, Malaysia Research University Network Grant, Ministry of Education Malaysia (Co-researcher), 2019-2021
Development of Teaching and Learning Innovation Guideline based on Best-Practices Analysis Towards the Transformation of Teaching and Learning Delivery, Innovation in Teaching and Learning Grant, Universiti Putra Malaysia (Principal Researcher), 2018-2019
Kajian Penyeragaman Saluran Kemasukan Ke Universiti Bagi Program Sarjana Muda, Ministry of Education Malaysia (Co-researcher), 2019
Kajian, Pemurnian dan Penyelarasan Pelaksanaan Dasar e-Pembelajaran Negara 2.0 (DePAN 2.0) di IPTA,, Ministry of Education Malaysia (Co-researcher), 2019
Self Adaptive Model to Improve Disambiguation of Linguistics and Conceptual Mapping in Semantic Question Answering, Fundamental Research Grant Scheme (Principle Researcher), 2013-2018
National Integrated Information Security Threat Factor Profiling, Cybersecurity Malaysia (Consultant), 2016-2018
Evolving Multi-Granular Temporal Abstraction Method to Improve Clinical Data Analysis, Inisiatif Putra Muda, (Principle Researcher), 2013-2015
VKer: Visualization of Knowledge Recap, Research University Grant Sheme (Principle Researcher), 2011-2013
Conversational system for museum tour planning personalization and recommendation, Research University Grant Scheme (Principle Researcher), 2012-2014
Online Reputation Meter, Market Validation Grant (Principle Researcher), 2013-2015
Hybrid Kernel and Sentiment Analysis Methods for Accurate Stock Anticipation in Financial News, Fundamental Research Grant Scheme (Co-Researcher), 2014-2016
Natural Language Interface to Quran Ontology: Towards a new Quranic education platform in Malaysia, eScienceFund (Co-Researcher), 2012-2014
Towards Crime Analysis using Sentiment Mining to Forecast Future Occurrences in Crime Series, Exploratory Grant Scheme (Co-Researcher), 2012-2014
Logical Semantic Structured Language Model for Knowledge-Based Society, Long-term Grant Scheme (Co-Researcher), 2011-2014
Collaborative formal and non-formal education re-engineering youth development in the marginalized communities towards employability (Co-Researcher), 2013-2016
Semantic Concepts Extraction in Sports Video, Research University Grant Sheme (Co-Researcher), 2012-2014
An Enhanced Light-weight Ontology Competency Checker, Prototype Research Grant Scheme (Co-Researcher), 2012-2014
Copyrights:
A Translation Engine from Natural Language Question to Semantic Query (SPARQL), 2014
Sentimetrics Engine and Reputation Meter application, 2014
Multi Agent based Recommender System, 2014
Framework of Medical Information Retrieval System, 2011
IMS: Intelligent Medical Search System, 2011
FTCat: Fuzzy Text Categorizer, 2011
Framework of Semantic based Fuzzy Text Classifier (FTCat), 2011
Semantic Representative Text Learning with Evolving Fuzzy Grammar Algorithm, 2011
Semantic based Fuzzy Text Classifier (FRTC), 2011