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25 Aug 2024
SERC
Institute for Infocomm Research
Class-incremental Learning for Time Series: Benchmark and Evaluation
(Pending publish)
Zhongzheng Qiao,
Quang Pham,
Zhen Cao,
Hoang H. Le,
P. N. Suganthan,
Xudong Jiang,
Savitha Ramasamy
Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining
15 May 2024
SERC
Institute for Infocomm Research
A gradient descent algorithm for SNN with time-varying weights for reliable multiclass interpretation
(Pending publish)
Abeegithan Jeyasothy,
Savitha Ramasamy,
Suresh Sundaram
Applied Soft Computing
28 Mar 2024
SERC
Institute for Infocomm Research
Training neural networks with classification rules for incorporating domain knowledge
Wenyu Zhang,
Fayao Liu,
Cuong Manh Nguyen,
Zhong Liang Ou Yang,
Savitha Ramasamy,
Chuan-Sheng Foo
Knowledge-Based Systems
18 Mar 2024
SERC
Institute for Infocomm Research
Architectural Adaptation and Regularization of Attention Networks for Incremental Knowledge Tracing
(Pending publish)
Cheryl Sze Yin Wong,
Savitha Ramasamy
Proceedings of the 14th Learning Analytics and Knowledge Conference
6 Dec 2023
SERC
Institute for Infocomm Research
Predicting amyotrophic lateral sclerosis (ALS) progression with machine learning
Muzammil Arif Din Abdul Jabbar,
Ling Guo,
Sonakshi Nag,
Yang Guo,
Zachary Simmons,
Erik P. Pioro,
Savitha Ramasamy,
Crystal Jing Jing Yeo
Amyotrophic Lateral Sclerosis and Frontotemporal Degeneration
6 Dec 2023
SERC
Institute for Infocomm Research
HyperRouter: Towards Efficient Training and Inference of Sparse Mixture of Experts via HyperNetwork
Giang Do,
Khiem Le,
Quang Pham,
TrungTin Nguyen,
Thanh-Nam Doan,
Binh T. Nguyen,
Chenghao Liu,
Savitha Ramasamy,
Xiaol Li,
Steven Hoi
The 2023 Conference on Empirical Methods in Natural Language Processing
23 Nov 2023
Others
Diagnostics Development Hub
A Performance Monitoring and Continual Learning Framework to Improve Reliability of Prediction Models based on Electronic Health Records
CAO ZHEN,
Feri Guretno,
JEANETTE POH,
Guo Yang,
Milashini Nambiar,
CHAN YU EN,
WATT PEI YI,
GOPINATHAN ARJUNAN,
BEE YONG MONG,
Pavitra Krishnaswamy,
Savitha Ramasamy
AI Health Summit conference (2023)
5 Oct 2023
SERC
Institute for Infocomm Research
Describing and characterising variability in ALS disease progression
Muzammil Arif Din Abdul Jabbar,
Ling Guo,
Yang Guo,
Zachary Simmons,
Erik P. Pioro,
Savitha Ramasamy,
Crystal Jing Jing Yeo
Amyotrophic Lateral Sclerosis and Frontotemporal Degeneration
14 Aug 2023
SERC
Institute for Infocomm Research
GATE: A guided approach for time series ensemble forecasting
Md. Rasel Sarkar,
Sreenatha G. Anavatti,
Tanmoy Dam,
Md. Meftahul Ferdaus,
Murat Tahtali,
Savitha Ramasamy,
Mahardhika Pratama
Expert Systems with Applications
5 May 2023
SERC
Institute for Infocomm Research
Unsupervised Out-of-Distribution Detection Using Few in-Distribution Samples
Chandan Gautam,
Aditya Kane,
Savitha Ramasamy,
Suresh Sundaram
ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
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