Projects per year
Personal profile
Biography
Dr. Soon graduated with a Ph.D (Engineering) in Web Engineering from Soongsil University, Korea. Her main research interests include applied natural language processing and data management. She teaches Databases, and Business Intelligence and Data Warehousing to both Masters and undergraduate students in Monash. Beyond classroom, Dr. Soon is also the Associate Head (Graduate Research) of School of Information Technology since November 2018.
Prior to her tenure at Monash University Malaysia, Dr. Soon served as a Senior Lecturer at the Faculty of Computing and Informatics (FCI) within Multimedia University (MMU). She held the esteemed position of Deputy Dean (Research and Innovation) of FCI, MMU from March 2016 to August 2018.
To date, she has graduated seven Ph.D and three Master's students. One of the Master's student under her main supervision was awarded MMU Best Master Thesis Award in 2015.
In addition to her university roles, Dr. Soon also lent her expertise as a Research Fellow at Telekom Malaysia R&D, where she contributed significantly to the call data records database optimization project. Besides, Dr. Soon has conducted courses on Relational Database and NoSQL Database, enriching the skillsets of professionals beyond the academic realm.
Research interests
My primary research interests encompass applied natural language processing (NLP) and data management. My research focuses on the analysis of domain-specific data and user-generated content within social media platforms.
I have a track record of successfully leading significant research endeavors, including two projects funded by the Fundamental Research Grant Scheme (FRGS) under the Ministry of Higher Education (MoHE) Malaysia in 2014 and 2017 (both with 10% application success rate nationwide). These projects delved into the intricate nuances of aspect-based sentiment analysis and cyberbullying detection respectively. At present, I am leading a FRGS-funded project, which was approved in 2022. The research project centers on advanced techniques for relation extraction from conversational texts. Besides, I am also part of a dedicated team investigating misinformation on social media, with support from FRGS. Our collective efforts aim to combat the spread of misinformation and foster a more informed and responsible online community.
Additionally, I've actively contributed to industry-funded research initiatives, collaborating with prominent entities such as Telekom Malaysia to develop sentiment analysis solutions, and Intel on knowledge graph generation for enhancing customer support systems. Starting in 2021, my research portfolio expanded into the realm of digital health. I'm currently engaged in two noteworthy projects: one involves the creation of an emotion-aware mental health intervention chatbot with cultural adaptation while the other focuses on emotion detection using video-based data. These projects are pivotal in leveraging technology for mental health well-being. Furthermore, I am proud to be part of a collaborative venture with the Action Lab at Monash University Australia and the South East Asia Community Observatory (SEACO), aimed at addressing open data access on public health surveillance data.
Monash teaching commitment
- FIT3171 / FIT2094 - Databases
- FIT3003 - Business Intelligence and Data Warehousing
- FIT3161/FIT3162 - Computer Science Project
- FIT3163/FIT3164 - Data Science Project
- FIT5195 - Business Intelligence and Data Warehousing (MBIS)
- FIT9123 - Introduction to Business Information Systems (MBIS)
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Education/Academic qualification
Web Engineering, PhD, Towards a Semantically-Drive Focused Web Crawling, Soongsil University
Database, Master of Science, Translating Relational to Object-Oriented Database Conceptual Schema, Universiti Putra Malaysia (University Putra Malaysia)
Bachelor of Computer Science, Universiti Putra Malaysia (University Putra Malaysia)
Research area keywords
- Natural Language Processing
- Data Management
Collaborations and top research areas from the last five years
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WAge: Healthy Working environments for all ages: An evidence-driven framework
Wong, K. S., Lay Ki, S., Lim, C. H., Chun Yong, C., Watterson, J., Olivier, P., Gonzalez, V., Sanchis, M., Carnide, F., Pape, L., Merhi Auar, R., Roman-Liu, D., Cairney, P. & Alshehri, T.
1/12/23 → 30/11/27
Project: Research
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WHinc: from Community Observatory to Women’s Health INCubator
Watterson, J., Su, T. T., Olivier, P., Jones, E., Maisarah, S., Angela, N., Jayanthi, T., Lay Ki, S., Selva Raja, D. B. R., Tan, S. S., Lim, S., Kulkarni, J., Alshehri, T. & Boyle, J.
1/01/24 → 31/12/24
Project: Research
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Epsilon: Inclusive Research Infrastructure: SEACO as a Platform for Participatory Observation
Lay Ki, S., Chun Yong, C., Watterson, J., Su, T. T., Varghese, D., McNaney, R., Kirkham, R. & Abdulgalimov, D.
1/12/22 → 31/12/24
Project: Consultancy
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A Novel Context-Aware Model for Relation Extractions from Conversational Texts using Graph Convolutional Networks
Lay Ki, S., Wong, K. S., Lim, I., Chun Yong, C. & Tan, I. K. T.
1/09/22 → 28/02/25
Project: Research
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Fake News Detection on Social Networking Services using Tacit Knowledge Graph with User Reliability Estimates
Lim, I., Lay Ki, S., Eu Gene, S., Carman, M. J. & Wong, S. M.
7/09/21 → 6/09/24
Project: Research
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Iterative Window Mean Filter: Thwarting Diffusion-Based Adversarial Purification
Wang, H., Sun, R., Chen, C., Xue, M., Soon, L. K., Wang, S. & Jin, Z., 2 Oct 2024, (Accepted/In press) In: IEEE Transactions on Dependable and Secure Computing. 18 p.Research output: Contribution to journal › Article › Research › peer-review
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l2Match: Optimization Techniques on Subgraph Matching Algorithm Using Label Pair, Neighboring Label Index, and Jump-Redo Method
Cheng, C. Q., Wong, K. S. & Soon, L. K., 2024, 2024 International Conference on Electronics, Information, and Communication, ICEIC 2024. Park, Y-H. (ed.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, 6 p.Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
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Malaysian English News Decoded: A Linguistic Resource for Named Entity and Relation Extraction
Chanthran, M. R., Soon, L-K., Ong, H. F. & Selvaretnam, B., 2024, The 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024) - Main Conference Proceedings. Calzolari, N., Kan, M-Y., Hoste, V., Lenci, A., Sakti, S. & Xue, N. (eds.). Paris France: European Language Resources Association (ELRA), p. 10999-11022 24 p.Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
Open AccessFile -
ReNoVi: A Benchmark Towards Remediating Norm Violations in Socio-Cultural Conversations
Zhan, H., Li, Z., Kang, X., Feng, T., Hua, Y., Qu, L., Ying, Y., Chandra, M. R., Rosalin, K., Jureynolds, J., Sharma, S., Qu, S., Luo, L., Soon, L-K., Azad, Z. S., Zukerman, I. & Haffari, G., 2024, Findings of the Association for Computational Linguistics: NAACL 2024. Duh, K., Gomez, H. & Bethard, S. (eds.). Kerrville TX USA: Association for Computational Linguistics (ACL), p. 3104-3117 14 p.Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
Open AccessFile -
Self-help digital mental health intervention in improving burnout and mental health outcomes among healthcare workers: A narrative review
Aye, L. M., Tan, M. M., Schaefer, A., Thurairajasingam, S., Geldsetzer, P., Soon, L. K., Reininghaus, U., Bärnighausen, T. & Su, T. T., 9 Sept 2024, In: Digital Health. 10, p. 1-19 19 p.Research output: Contribution to journal › Review Article › Research › peer-review
Open AccessFile
Prizes
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ITEX'24 Silver Award for the invention of "MOBOT" Mobile Application of a conversational Agent for Mental Health
Su, Tin Tin (Recipient), Thurairajasingam, Sivakumar (Recipient), Lay Ki, Soon (Recipient), Aye, Lwin Mie (Recipient), Omar, Nurul Syifa Shafirah (Recipient) & Kai Gin, Tan (Recipient), 17 May 2024
Prize: Prize (including medals and awards)
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Silver Medal (Malaysia Technology Expo 2023) for innovation of "MoBOT, A Self-Help Digital Mental Health Intervention Conversational Agent
Su, Tin Tin (Recipient), Lay Ki, Soon (Recipient), Thurairajasingam, Sivakumar (Recipient), Aye, Lwin Mie (Recipient), Omar, Nurul Syifa Shafirah (Recipient) & Kai Gin, Tan (Recipient), 20 Oct 2023
Prize: Prize (including medals and awards)
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The Incubator Grant: Bolster Category
Watterson, Jessica (Recipient), Su, Tin Tin (Recipient), Boyle, Jacqueline (Recipient), Olivier, Patrick (Recipient), Keng, Shian-Ling (Recipient), Jones, Elizabeth (Recipient), Maisarah, Siti (Recipient), Angela, Nisha (Recipient), Jayanthi, T (Recipient), Lay Ki, Soon (Recipient), Selva Raja, Dhesi Baha Raja (Recipient), Tan, Seok Shin (Recipient), Lim, Siew (Recipient), Yap, Marie (Recipient), Leder, Karin (Recipient), McCaffrey, Tracy (Recipient) & Warren, Narelle (Recipient), 15 Nov 2023
Prize: Prize (including medals and awards)