Projects per year
Personal profile
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
Machine Learning, Doctor of Philosophy, Time Series Classification at Scale
Award Date: 2 Apr 2019
External positions
Scientific Advisor and Data Scientist, Stemly Pte Ltd
Research area keywords
- Time series classification
- Time series regression
- Time series analysis
Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
Projects
- 1 Finished
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Stemly Forecasting and Optimisation Project
Tan, C. W., Bergmeir, C., Stuckey, P. & de Nijs, F.
22/04/22 → 5/08/22
Project: Research
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Automated interictal epileptiform discharge detection from scalp EEG using scalable time-series classification approaches
Nhu, D., Janmohamed, M. M. A., Shakhatreh, L. I. K., Gonen, O., Perucca, P., Gilligan, A., Kwan, P., O'Brien, T. J., Tan, C. W. & Kuhlmann, L., 5 Jan 2023, In: International Journal of Neural Systems. 33, 1, 19 p., 2350001.Research output: Contribution to journal › Article › Research › peer-review
2 Citations (Scopus) -
Improving position encoding of transformers for multivariate time series classification
Foumani, N. M., Tan, C. W., Webb, G. I. & Salehi, M., 5 Sept 2023, (Accepted/In press) In: Data Mining and Knowledge Discovery. 27 p.Research output: Contribution to journal › Article › Research › peer-review
Open Access1 Citation (Scopus) -
Parameterizing the cost function of dynamic time warping with application to time series classification
Herrmann, M., Tan, C. W. & Webb, G. I., 16 Apr 2023, In: Data Mining and Knowledge Discovery. 37, p. 2024–2045 22 p.Research output: Contribution to journal › Article › Research › peer-review
Open AccessFile2 Citations (Scopus) -
Ultra-fast meta-parameter optimization for time series similarity measures with application to nearest neighbour classification
Tan, C. W., Herrmann, M. & Webb, G. I., May 2023, In: Knowledge and Information Systems. 65, 5, p. 2123-2157 35 p.Research output: Contribution to journal › Article › Research › peer-review
Open AccessFile -
Deep learning for automated epileptiform discharge detection from scalp EEG: a systematic review
Nhu, D., Janmohamed, M. M. A., Antonic-Baker, A., Perucca, P., O'Brien, T. J., Gilligan, A., Kwan, P., Tan, C. W. & Kuhlmann, L., 19 Oct 2022, In: Journal of Neural Engineering. 19, 5, 31 p.Research output: Contribution to journal › Review Article › Research › peer-review
7 Citations (Scopus)
Prizes
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Faculty of Engineering Dean’s Honour List
Tan, Chang Wei (Recipient), 2013
Prize: Prize (including medals and awards)
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Faculty of Engineering Dean’s Honour List
Tan, Chang Wei (Recipient), 2015
Prize: Prize (including medals and awards)
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Faculty of Engineering Dean’s Honour List
Tan, Chang Wei (Recipient), 2012
Prize: Prize (including medals and awards)
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Activities
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Data Mining and Knowledge Discovery (Journal)
Chang Wei Tan (Peer reviewer)
2020Activity: Publication peer-review and editorial work types › Peer review responsibility
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Classification of multivariate weakly-labelled time-series with attention
Chang Wei Tan (Supervisor)
2020Activity: Other Teaching Engagements and non-HDR Supervisions › Non-HDR Supervisions
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IEEE Sensors Journal (Journal)
Chang Wei Tan (Peer reviewer)
2019Activity: Publication peer-review and editorial work types › Peer review responsibility
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University of East Anglia
Chang Wei Tan (Visiting researcher)
2019Activity: Visiting an external institution types › Visiting an external academic institution
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University of California, Riverside
Chang Wei Tan (Visiting researcher)
2018Activity: Visiting an external institution types › Visiting an external academic institution