SMiLer: A Semi-Lazy Time Series Prediction System for Sensors

Summary: SMiLer builds query-dependent GPs on small data per prediction for real-time sensor time series, with no training phase. GPU-based two-level inverted index accelerates DTW-kNN for just-in-time GP construction; adaptive auto-tuning personalizes per-series parameters, improving accuracy and uncertainty estimates. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5108
Venue: SIGMOD
Year: 2015
Pagerank: 5.093636e-05
Overall Rank: 12,120 | 16.85%
DOI: 10.1145/2723372.2749429

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

1. Jingbo Zhou (National University of Singapore)
2. Anthony K. H. Tung (National University of Singapore)

BibTeX Citation

@inproceedings{zhou_sigmod15,
        title = {{SMiLer: A Semi-Lazy Time Series Prediction System for Sensors}},
        author = {Zhou, Jingbo and Tung, Anthony K. H.},
        series = {{SIGMOD} '15},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2723372.2749429},
        url = {https://dl.acm.org/doi/10.1145/2723372.2749429},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,572	LazyLSH: Approximate Nearest Neighbor Search for Multiple Distance Functions with a Single Index	2016	SIGMOD	0.00010329197

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
41	Fast Subsequence Matching in Time-Series Databases	1994	SIGMOD	0.00046675394
221	Robust and Fast Similarity Search for Moving Object Trajectories	2005	SIGMOD	0.00024224879
303	On The Marriage of Lp-norms and Edit Distance	2004	VLDB	0.00021956234
601	Exact Indexing of Dynamic Time Warping	2002	VLDB	0.00015870156
898	Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures	2008	VLDB	0.00013339042
1,046	Warping Indexes with Envelope Transforms for Query by Humming	2003	SIGMOD	0.00012440091
3,440	Approximate Embedding-Based Subsequence Matching of Time Series	2008	SIGMOD	7.4142918e-05
5,592	Ranked Subsequence Matching in Time-Series Databases	2007	VLDB	6.1552372e-05
8,026	A New Approach for Processing Ranked Subsequence Matching Based on Ranked Union	2011	SIGMOD	5.5049255e-05
12,277	R2-D2: a System to Support Probabilistic Path Prediction in Dynamic Environments via “Semi-Lazy” Learning	2013	VLDB	5.093636e-05

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