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: 5046
Venue: SIGMOD
Year: 2015
Pagerank: 4.1945683e-05
Overall Rank: 11,921 | 17.07%
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
2. Anthony K. H. Tung

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,971	LazyLSH: Approximate Nearest Neighbor Search for Multiple Distance Functions with a Single Index	2016	SIGMOD	9.893198e-05

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
65	Fast Subsequence Matching in Time-Series Databases	1994	SIGMOD	0.00062029383
251	Robust and Fast Similarity Search for Moving Object Trajectories	2005	SIGMOD	0.00030644658
358	On The Marriage of Lp-norms and Edit Distance	2004	VLDB	0.0002599481
699	Exact Indexing of Dynamic Time Warping	2002	VLDB	0.00018015254
1,061	Warping Indexes with Envelope Transforms for Query by Humming	2003	SIGMOD	0.00014368716
1,161	Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures	2008	VLDB	0.00013585236
3,294	Approximate Embedding-Based Subsequence Matching of Time Series	2008	SIGMOD	7.2619257e-05
5,878	Ranked Subsequence Matching in Time-Series Databases	2007	VLDB	5.2916009e-05
8,035	A New Approach for Processing Ranked Subsequence Matching Based on Ranked Union	2011	SIGMOD	4.6009403e-05
12,080	R2-D2: a System to Support Probabilistic Path Prediction in Dynamic Environments via "Semi-Lazy" Learning	2013	VLDB	4.1945683e-05

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