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

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