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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
13660
Venue
VLDB
Year
2024
Pagerank
5.1725247e-05
Overall Rank
11,113 | 22.77%
DOI
10.14778/3685800.3685877

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Showing 15 of 15 cited papers.

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

Rank Cited Paper Year Venue Pagerank
881 Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures 2008 VLDB 0.00013505516
969 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.00012976247
2,013 Vizdom: Interactive Analytics through Pen and Touch 2015 VLDB 9.3890639e-05
2,808 Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search 2020 VLDB 8.1544796e-05
3,011 The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art 2019 VLDB 7.9174527e-05
3,149 DeepSqueeze: Deep Semantic Compression for Tabular Data 2020 SIGMOD 7.7622766e-05
3,930 Qetch: Time Series Querying with Expressive Sketches 2018 SIGMOD 7.0795179e-05
4,295 Interactive Time Series Analytics Powered by ONEX 2017 SIGMOD 6.8474256e-05
5,120 Unsupervised Time Series Outlier Detection with Diversity-Driven Convolutional Ensembles 2022 VLDB 6.4198821e-05
5,409 ShapeSearch: A Flexible and Efficient System for Shape-based Exploration of Trendlines 2020 SIGMOD 6.2974193e-05
6,348 Fast-Forwarding to Desired Visualizations with zenvisage 2017 CIDR 5.9682268e-05
6,428 Interactive Time Series Exploration Powered by the Marriage of Similarity Distances 2017 VLDB 5.9443818e-05
6,801 SENSOR: Data-driven Construction of Sketch-based Visual Query Interfaces for Time Series Data 2022 VLDB 5.8298664e-05
8,107 Learned Data-aware Image Representations of Line Charts for Similarity Search 2023 SIGMOD 5.5437606e-05
9,343 ShapeSearch: Flexible Pattern-based Querying of Trend Line Visualizations 2018 VLDB 5.3449422e-05
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