Research
Subject Broad Area: Machine Learning
Pattern Recognition
Speech Recognition
Machine Translation
Current Research
2020-2024: Speech Sound Disorder Recognition [FRGS Grant]
2020-2023: Bahasa Melayu - Kadazandusun Text Translation with Deep Learning - SGI Grant
2019-2020: Kadazandusun to Bahasa Melayu Text Translation System - SGI-UMS Grant
KADUMALIN: Malay-Kadazandusun text translator [Deployment Testing Phase]
Previous Research
FRGS
2014 - Improved Hybrid Ensemble Learning for Imbalanced Multiclass Big Data Learning, FRGS (RM49,000), Mohd Shamrie Sainin (Leader), AP Dr. Faudziah binti Ahmad, AP Dr. Rayner Alfred (UMS)
2014 - A Hybrid Algorithm to Detect Multiple Leaf Lesions, FRGS (RM70,200), AP Dr. Faudziah binti Ahmad (Leader), Dr. Mohd Shamrie Sainin (Member), Prof. Dr. Ku Ruhana Bt Ku Mahamud (Member)
PhD Research
A Direct Ensemble Classifier for Imbalance Multi-class Learning
Previous involvement in research as Research Assistant:
Text Retrieval using Genetic Algorithm under supervision by AP Dr. Azman Yasin.
Virtual Learning: Towards Web Based Intelligent Tutoring System for C Programming under AP Azizi Zakaria and AP Dr. Fadzilah Siraj.
Writing for my Master of IT (Univ. of Sydney) coursework:
Real-Time Database and Issues of Concurrency Control.
Knowledge Discovery from Student Mark.
Building an E-Commerce Application.
Web Navigation using Java Applet.
Research and Development
2003 - Educational Tool for Machine Learning Algorithms (School Grant) :: E4ML Installer
2004 - Message Classification using Bayesian Algorithm (ASP/Online System)
2004 - Web Group Content Management System
2005 - Conference Paper Classification System (Java)
2005 - Modeling Human Emotion in Anthropomorphic Agent
2007 - Hybrid Intelligent Classifiers For Early Warning Paddy Disease Detection System
2009 - Plant Leaf Classification
2014 - Leaf shape to data (image processing)
2018 - Kadazandusun to Bahasa Melayu Text Translation
2020 - Speech Sound Disorder Recognition