Selected Publications on Time Series
Analysis
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G. Li, B. Choi, R. Zuo. S. S. Bhowmick and J. Xu. leSAX Index: A Learned SAX Representation Index for Time Series Similarity Search. ICDE 2025.
(bibtex)
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R. Zuo, G. Li, R. Cao, B. Choi, J. Xu, and S. S. Bhowmick. DARKER: Efficient Transformer with Data-driven Attention Mechanism for Time Series. PVLDB, 2024.
(bibtex)
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R. Zuo, G. Li, B. Choi, S. S. Bhowmick, D. N-Y Mah and G. L-H. Wong. SVP-T: A Shape-Level Variable-Position Transformer for Multivariate Time Series Classification. AAAI, 2023.
(bibtex)
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G. Li, B. Choi, J. Xu, S. S. Bhowmick, D. N-Y Mah and G. L-H. Wong. IPS: Instance Profile for Shapelet Discovery for Time Series Classification. ICDE, 2022.
(bibtex)
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L. Yan, N. Xu, G. Li, S. S. Bhowmick, B. Choi, and J. Xu. SENSOR: Data-driven Construction of Sketch-based Visual Query Interfaces for Time Series Data. VLDB demo, 2022
(bibtex)
·
G.
Li, B. Choi, J. Xu, S. S. Bhowmick, K-P Chun, and G.
L-H. Wong. ShapeNet: A Shapelet-Neural
Network Approach for Multivariate Time Series Classification. AAAI, 2021. Pages
8375-8383. (bibtex)
·
G.
Li, B. Choi, J. Xu, S. S. Bhowmick, K-P Chun, and G.
L-H. Wong. Efficient Shapelet Discovery for Time
Series Classification. TKDE, 2020. (bibtex)
·
G.
Li, B. Choi, S. S. Bhowmick, K-P Chun, G. L-H. Wong,
and S. Li. Visualet: Visualizing Shapelets
for Time Series Classification. CIKM, 2020. Pages 3429-3432. (bibtex)