On-going Research

Water Quality Monitoring In Aquaculture To Increase Fish Growth Based On Sensor Outcomes

Research Area: Aquafarming, IOT, Data Analytics

Aquaculture water quality monitoring is difficult, affecting fish growth. IoT-integrated sensors monitor dissolved oxygen (DO), pH, and temperature in real time in this project. A user-friendly mobile app has been built to allow aquafarmers to remotely monitor their aquatic environment and quickly handle any changes as the project nears its end. The research shows that this approach can boost fish growth and boost Malaysia’s aquaculture business. Aquafarmers can maximise yields and growth by precisely controlling certain water quality parameters.

Identifying potential miRNA biomarkers for cancer using association rule is important because it can help to diagnose and classify different types of cancer based on the expression levels of miRNAs in the blood or tissue samples. By applying association rule to the miRNA expression data, one can discover the patterns or rules that indicate which miRNAs are associated with which cancer types.

Identifying potential miRNA biomarkers for breast cancer subtypes using association rules

Research Area: Bioscience

A Novel Augmented Intelligence Algorithm based on Deep Reinforcement Learning for Improving Customer Relationship in Digital Marketing

Research Area: Human-in-the-loop Reinforcement Learning

This project proposes a novel augmented intelligence (AuI) algorithm called CHARL applied to digital marketing. CHARL combines and coordinates human intelligence and deep reinforcement learning, so that humans and machines collaborate synergistically and learn from each other in decision-making. CHARL addresses four shortcomings of AI affecting digital marketing, whereby AI has a lower capability to learn: a) under high-noise environment; b) based on unquantifiable data (i.e., thinking, feeling, and emotion); c) based on arbitrary and disorganized data; and d) soft skills (i.e., creativity and flexibility).

handle any changes as the project nears its end. The research shows that this approach can boost fish growth and boost Malaysia’s aquaculture business. Aquafarmers can maximise yields and growth by precisely controlling certain water quality parameters.