Research
Research Grants
FRGS-KPT (Leader), 2020-2023, An Improved Implicit Aspect Extraction technique using Latent Dirichlet Allocation (LDA) and Class Sequential-Rules Mining for Sentiment Summarization
SGI-UMS (Leader), 2018-2020, AcaBot – A Learner Chatbot for Academic Institution via Pattern-Growth technique.
SGI-UMS (Member), 2019-2020, Kadazandusun-Bahasa Melayu Text Translation System.
SPLB-UMS (Member), 2017-2019, An Extended Honey Encryption (XHE) Scheme for Enhancing Password-Based Authentication Mechanism in Cloud Computing.
RAGS (Member), 2013-2014, Fundamental Study on an Evolutionary Based Features Construction Methods for Data Summarization Approach to Predict Survival Factors of Coral Reefs in Malaysia.
SPLB-UMS (Leader), 2012-2013, Enhancing Document Clustering by Integrating Semantic Background Knowledge and Syntactic Features into the Bag of Words Representation
SPBK-UMS (Member), 2012-2013, Development of a Text Analyzer for Automatic Categorization of Texts Documents Based on Interactive Visualization Approach.
Previous Research
2018
Ph.D Thesis: “A Pattern Growth Sentence Compression Technique for Malay Text Summarizer”
2009
MSc. Thesis: “Web Usage Mining using SPADE with personalized support value”