CV
Summary
Below is a summary of my CV, to see the full CV, click here
Education
- M.S. in Language Technology, Carnegie Mellon University, 2019
- B.Comp. in Computer Science, National University of Singapore, 2013
Work experience
- 2020-Present: Senior Data Scientist (Mechanism Design)
- Sembly Inc.
- Designing and developing the mechanism for the product that we are building from the game theoretic and statsitical point of view
- Giving consultation for the NLP-focused machine learning team
- 2019-2020: Senior Data Scientist
- Traveloka Technology Pte Ltd
- Managing a chatbot product with an impact of $1.8mio annually, responsible for both directing the technical aspects as well as communication with the business stakeholders
- Worked on an internal dataset creation, to further support machine learning environment in the company
- 2015-2017: Research Assistant
- Singapore University of Technology and Design
- Exploring semantic representations using graphical models for structured prediction
- Supervising undergraduate student researchers in research projects
- Worked with Professor Lu Wei on graphical models
- 2013-2015: Research Engineer
- Knorex Pte. Ltd.
- Designed and performed experiments for text classification on news articles
- Implemented and extended existing method on concept extraction for key terms extraction
- Redesigned and optimized a system for efficient distributed computing
- Developed and maintained in-house tools for natural language processing
Publications
Muis, A. O., & Lu, W. (2016). Weak Semi-Markov CRFs for Noun Phrase Chunking in Informal Text. In Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (pp. 714–719). Stroudsburg, PA, USA: Association for Computational Linguistics. https://aclanthology.org/N16-1085/
Muis, A. O., & Lu, W. (2016). Learning to Recognize Discontiguous Entities. In Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing (pp. 75–84). Stroudsburg, PA, USA: Association for Computational Linguistics. https://doi.org/10.18653/v1/D16-1008
Jie, Z., Muis, A. O., & Lu, W. (2017). Efficient Dependency-guided Named Entity Recognition. In The 31st AAAI Conference on Artificial Intelligence (AAAI’17). Retrieved from http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/14741
Lim, S. K., Muis, A. O., Lu, W., & Ong, C. H. (2017). MalwareTextDB : A Database for Annotated Malware Articles. In ACL 2017.
Muis, A. O., & Lu, W. (2017). Labeling Gaps Between Words : Recognizing Overlapping Mentions with Mention Separators. In EMNLP. Copenhagen. https://doi.org/10.18653/v1/D17-1276
Muis, A. O., Otani, N., Vyas, N., Xu, R., Yang, Y., Mitamura, T., & Hovy, E. (2018). Low-resource Cross-lingual Event Type Detection in Documents via Distant Supervision with Minimal Effort. In COLING (pp. 70–82). Retrieved from https://aclanthology.org/C18-1007/
Teaching