Scalable Time Series Compound Infrastructure

Summary: Time Series Compound objects (TSC) with similarity semantics and compact, misalignment-resistant representations for interrelated series. Sloth, a TSC-aware index/storage, yields up to 10x faster TB-scale queries and ~70% higher mAP for approximate kNN. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6340
Venue: SIGMOD
Year: 2022
Pagerank: 4.1945683e-05
Overall Rank: 11,340 | 21.11%
DOI: 10.1145/3514221.3517888

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Rank	Citing Paper	Year	Venue	Pagerank

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
1,010	HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces	2018	VLDB	0.00014652858
1,435	Simba: Efficient In-Memory Spatial Analytics	2016	SIGMOD	0.00012004456
2,093	Scalable K-Means++	2012	VLDB	9.5588104e-05
2,276	Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series	2020	VLDB	9.1261944e-05
2,641	Locality-Sensitive Hashing for Earthquake Detection: A Case Study of Scaling Data-Driven Science	2018	VLDB	8.3905374e-05
2,943	An Efficient and Accurate Method for Evaluating Time Series Similarity	2007	SIGMOD	7.8399495e-05
4,823	YADING: Fast Clustering of Large-Scale Time Series Data	2015	VLDB	5.8956566e-05
5,758	Top-k Nearest Neighbor Search In Uncertain Data Series	2015	VLDB	5.339397e-05

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65	Fast Subsequence Matching in Time-Series Databases	1994	SIGMOD	0.00062029383
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8,985	TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications	2023	VLDB	4.4156106e-05
243	Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases	2001	SIGMOD	0.00031074984
10,649	STsCache: An Efficient Semantic Caching Scheme for Time-series Data Workloads Based on Hybrid Storage	2025	VLDB	4.1945683e-05
3,540	Scalable, Variable-Length Similarity Search in Data Series: The ULISSE Approach	2018	VLDB	6.9943185e-05
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