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DeepSketch: A Query Sketching Interface for Deep Time Series Similarity Search

Summary: DTS3 trains models to embed time series for arbitrary similarity measures (non-differentiable OK), enabling ANN via vector DBs instead of brute-force. DeepSketch demo: sketch-based query UX shows large latency gains for perceptual methods (Qetch/Peax/LineNet) with comparable accuracy on big real datasets. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13659
Venue
VLDB
Year
2024
Pagerank
4.1945683e-05
Overall Rank
11,110 | 22.71%
DOI
10.14778/3685800.3685877

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

Rank Cited Paper Year Venue Pagerank
991 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.00014807273
1,161 Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures 2008 VLDB 0.00013585236
2,251 Vizdom: Interactive Analytics through Pen and Touch 2015 VLDB 9.1986441e-05
3,049 Qetch: Time Series Querying with Expressive Sketches 2018 SIGMOD 7.6513435e-05
3,183 Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search 2020 VLDB 7.4228241e-05
3,629 The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art 2019 VLDB 6.902069e-05
3,745 DeepSqueeze: Deep Semantic Compression for Tabular Data 2020 SIGMOD 6.7926132e-05
4,541 Interactive Time Series Analytics Powered by ONEX 2017 SIGMOD 6.1023704e-05
5,468 Unsupervised Time Series Outlier Detection with Diversity-Driven Convolutional Ensembles 2022 VLDB 5.4902013e-05
5,770 ShapeSearch: A Flexible and Efficient System for Shape-based Exploration of Trendlines 2020 SIGMOD 5.3328309e-05
6,562 SENSOR: Data-driven Construction of Sketch-based Visual Query Interfaces for Time Series Data 2022 VLDB 5.0094742e-05
6,624 Fast-Forwarding to Desired Visualizations with zenvisage 2017 CIDR 4.9890732e-05
6,786 Interactive Time Series Exploration Powered by the Marriage of Similarity Distances 2017 VLDB 4.9257516e-05
8,268 Learned Data-aware Image Representations of Line Charts for Similarity Search 2023 SIGMOD 4.5456668e-05
9,333 ShapeSearch: Flexible Pattern-based Querying of Trend Line Visualizations 2018 VLDB 4.3556432e-05
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