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Efficiently Supporting Ad Hoc Queries in Large Datasets of Time Sequences

Summary: Compression for massive time-sequence data preserving ad hoc queryability with bounded uncompression error. Enables constant-time per-cell access; 40:1 compression (~2.5% space) yields <5% value error, aggregates ~0.5% error with under 2% space. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
2954
Venue
SIGMOD
Year
1997
Pagerank
0.00018077335
Overall Rank
693 | 95.19%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 28 of 28 citing papers.

Rank Citing Paper Year Venue Pagerank
243 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00031074984
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
449 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00022846068
699 Exact Indexing of Dynamic Time Warping 2002 VLDB 0.00018015254
785 StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time 2002 VLDB 0.00016664156
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
1,363 Indexing Spatio-Temporal Trajectories with Chebyshev Polynomials 2004 SIGMOD 0.00012372959
1,516 k-Shape: Efficient and Accurate Clustering of Time Series 2015 SIGMOD 0.00011586255
1,598 Semantic Compression and Pattern Extraction with Fascicles 1999 VLDB 0.00011202905
2,041 Indexable PLA for Efficient Similarity Search 2007 VLDB 9.6992894e-05
2,943 An Efficient and Accurate Method for Evaluating Time Series Similarity 2007 SIGMOD 7.8399495e-05
3,249 The Case for a Signal-Oriented Data Stream Management System 2007 CIDR 7.3249002e-05
4,059 GRAIL: Efficient Time-Series Representation Learning 2019 VLDB 6.4854417e-05
4,853 Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures 2020 SIGMOD 5.8760276e-05
5,158 Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018 VLDB 5.6588553e-05
5,310 Online Event-driven Subsequence Matching over Financial Data Streams 2004 SIGMOD 5.5753015e-05
6,311 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 5.1161316e-05
6,405 Subsequence Matching on Structured Time Series Data 2005 SIGMOD 5.0784401e-05
7,356 GAMPS: Compressing Multi Sensor Data by Grouping and Amplitude Scaling 2009 SIGMOD 4.7529612e-05
8,434 Time Series Representation for Visualization in Apache IoTDB 2024 SIGMOD 4.5141748e-05
9,822 DIDS: Double Indices and Double Summarizations for Fast Similarity Search 2024 VLDB 4.2757088e-05
10,466 A Structured Study of Multivariate Time-Series Distance Measures 2025 SIGMOD 4.1945683e-05
11,215 Correlation Joins over Time Series Data Streams Utilizing Complementary Dimension Reduction and Transformation 2023 SIGMOD 4.1945683e-05
11,235 Accelerating Similarity Search for Elastic Measures: A Study and New Generalization of Lower Bounding Distances 2023 VLDB 4.1945683e-05
11,787 Scaling Locally Linear Embedding 2017 SIGMOD 4.1945683e-05
12,610 AIMS: An Immersidata Management System 2003 CIDR 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

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