ShapeSearch: A Flexible and Efficient System for Shape-based Exploration of Trendlines
Summary: ShapeSearch enables flexible, approximate pattern search over trendlines via sketch, natural language, or visual-regular-expression inputs. A minimal shape querying algebra with a fast, query-aware engine and perceptual scoring enables interactive, scalable trendline exploration on real data. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Tarique Siddiqui (University of Illinois Urbana-Champaign)
- 2. Paul Luh (University of Illinois Urbana-Champaign)
- 3. Zesheng Wang (University of Illinois Urbana-Champaign)
- 4. Karrie Karahalios (University of Illinois Urbana-Champaign)
- 5. Aditya G. Parameswaran (University of California Berkeley)
BibTeX Citation
@inproceedings{siddiqui_sigmod20,
title = {{ShapeSearch: A Flexible and Efficient System for Shape-based Exploration of Trendlines}},
author = {Siddiqui, Tarique and Luh, Paul and Wang, Zesheng and Karahalios, Karrie and Parameswaran, Aditya G.},
series = {{SIGMOD} '20},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3318464.3389722},
url = {https://dl.acm.org/doi/10.1145/3318464.3389722},
year = {2020}
}Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,007 | OM3: An Ordered Multi-level Min-Max Representation for Interactive Progressive Visualization of Time Series | 2023 | SIGMOD | 6.0114933e-05 |
| 7,199 | Learned Data-aware Image Representations of Line Charts for Similarity Search | 2023 | SIGMOD | 5.6759927e-05 |
| 8,717 | T-ReX: Optimizing Pattern Search on Time Series | 2023 | SIGMOD | 5.3774918e-05 |
| 11,233 | CIVET: Exploring Compact Index for Variable-Length Subsequence Matching on Time Series | 2024 | VLDB | 5.093636e-05 |
| 11,316 | DeepSketch: A Query Sketching Interface for Deep Time Series Similarity Search | 2024 | VLDB | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 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 |
| 179 | Constructing an Interactive Natural Language Interface for Relational Databases | 2015 | VLDB | 0.00026838277 |
| 371 | Fast Similarity Search in the Presence of Noise, Scaling, and Translation in Time-Series Databases | 1995 | VLDB | 0.00019869565 |
| 986 | Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System | 2017 | VLDB | 0.0001281777 |
| 1,318 | Querying Shapes of Histories | 1995 | VLDB | 0.00011178588 |
| 4,362 | Interactive Time Series Analytics Powered by ONEX | 2017 | SIGMOD | 6.7440799e-05 |
| 5,152 | SPIRIT: Sequential Pattern Mining with Regular Expression Constraints | 1999 | VLDB | 6.3432765e-05 |
| 8,377 | Visual Exploration of Time Series Anomalies with Metro-Viz | 2019 | SIGMOD | 5.4388258e-05 |
| 9,482 | ShapeSearch: Flexible Pattern-based Querying of Trend Line Visualizations | 2018 | VLDB | 5.2634238e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 12,275 | Mining and Linking Patterns across Live Data Streams and Stream Archives | 2013 | VLDB |
| 2 | 7,275 | Efficient Evaluation of Object-Centric Exploration Queries for Visualization | 2015 | VLDB |
| 3 | 8,717 | T-ReX: Optimizing Pattern Search on Time Series | 2023 | SIGMOD |
| 4 | 3,968 | Qetch: Time Series Querying with Expressive Sketches | 2018 | SIGMOD |
| 5 | 1,579 | k-Shape: Efficient and Accurate Clustering of Time Series | 2015 | SIGMOD |
| 6 | 10,043 | SHARQL: Shape Analysis of Recursive SPARQL Queries | 2020 | SIGMOD |
| 7 | 986 | Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System | 2017 | VLDB |
| 8 | 8,704 | Interactive Visual Exploration of Neighbor-Based Patterns in Data Streams | 2010 | SIGMOD |
| 9 | 6,912 | SENSOR: Data-driven Construction of Sketch-based Visual Query Interfaces for Time Series Data | 2022 | VLDB |
| 10 | 9,482 | ShapeSearch: Flexible Pattern-based Querying of Trend Line Visualizations | 2018 | VLDB |