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Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System

Summary: zenvisage introduces ZQL, a declarative language and visual-exploration algebra for composing, filtering, comparing, and ranking collections of visualizations. Its graph-based optimizer and interactive shortcuts make pattern-driven exploration scalable and less trial-and-error. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
11730
Venue
VLDB
Year
2017
Pagerank
0.0001281777
Overall Rank
986 | 93.24%
DOI
10.14778/3025111.3025124

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{siddiqui_vldb17,
        title = {{Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System}},
        author = {Siddiqui, Tarique and Kim, Albert and Lee, John and Karahalios, Karrie and Parameswaran, Aditya},
        journal = {PVLDB},
        series = {{VLDB} '17},
        volume = {10},
        number = {4},
        pages = {457--468},
        doi = {10.14778/3025111.3025124},
        url = {https://doi.org/10.14778/3025111.3025124},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

Showing 34 of 34 citing papers.

Rank Citing Paper Year Venue Pagerank
1,004 Democratizing Data Science through Interactive Curation of ML Pipelines 2019 SIGMOD 0.00012701932
2,058 Automatically Generating Data Exploration Sessions Using Deep Reinforcement Learning 2020 SIGMOD 9.2480248e-05
3,072 Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows 2022 VLDB 7.7873864e-05
3,288 I've Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making 2017 VLDB 7.5578177e-05
4,212 Data Series Progressive Similarity Search with Probabilistic Quality Guarantees 2020 SIGMOD 6.8283344e-05
4,345 ASAP: Prioritizing Attention via Time Series Smoothing 2017 VLDB 6.7513816e-05
4,395 Automating Exploratory Data Analysis via Machine Learning: An Overview 2020 SIGMOD 6.7271323e-05
4,628 QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data 2019 SIGMOD 6.5962102e-05
4,638 Going Beyond Provenance: Explaining Query Answers with Pattern-based Counterbalances 2019 SIGMOD 6.5919801e-05
4,809 Synthesizing Natural Language to Visualization (NL2VIS) Benchmarks from NL2SQL Benchmarks 2021 SIGMOD 6.4984309e-05
4,904 Mining Precision Interfaces From Query Logs 2019 SIGMOD 6.4503063e-05
4,926 Adaptive Sampling for Rapidly Matching Histograms 2018 VLDB 6.4428362e-05
5,454 ShapeSearch: A Flexible and Efficient System for Shape-based Exploration of Trendlines 2020 SIGMOD 6.2134177e-05
5,634 DeepEye: Creating Good Data Visualizations by Keyword Search 2018 SIGMOD 6.1412942e-05
6,007 OM3: An Ordered Multi-level Min-Max Representation for Interactive Progressive Visualization of Time Series 2023 SIGMOD 6.0114933e-05
6,391 Fast-Forwarding to Desired Visualizations with zenvisage 2017 CIDR 5.8893647e-05
6,737 Towards Democratizing Relational Data Visualization 2019 SIGMOD 5.7875328e-05
6,912 SENSOR: Data-driven Construction of Sketch-based Visual Query Interfaces for Time Series Data 2022 VLDB 5.7409522e-05
6,966 COVIZ: A System for Visual Formation and Exploration of Patient Cohorts 2019 VLDB 5.7303405e-05
7,003 Guided Exploration of Data Summaries 2022 VLDB 5.7278883e-05
8,852 LensXPlain: Visualizing and Explaining Contributing Subsets for Aggregate Query Answers 2019 VLDB 5.357688e-05
8,974 MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis 2021 SIGMOD 5.3413784e-05
9,482 ShapeSearch: Flexible Pattern-based Querying of Trend Line Visualizations 2018 VLDB 5.2634238e-05
9,734 Optimizing Dataflow Systems for Scalable Interactive Visualization 2024 SIGMOD 5.227679e-05
9,941 An Adaptive Benchmark for Modeling User Exploration of Large Datasets 2025 SIGMOD 5.1915905e-05
10,002 COMPARE: Accelerating Groupwise Comparison in Relational Databases for Data Analytics 2021 VLDB 5.1814573e-05
10,474 MultiVis-Agent: A Multi-Agent Framework with Logic Rules for Reliable and Comprehensive Cross-Modal Data Visualization 2026 SIGMOD 5.093636e-05
10,933 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB 5.093636e-05
11,084 Exploring Exploratory Querying 2025 VLDB 5.093636e-05
11,098 SDEcho: Efficient Explanation of Aggregated Sequence Difference 2025 VLDB 5.093636e-05
11,316 DeepSketch: A Query Sketching Interface for Deep Time Series Similarity Search 2024 VLDB 5.093636e-05
11,672 Exploring Ratings in Subjective Databases 2021 SIGMOD 5.093636e-05
11,848 Data Pipelines for User Group Analytics 2019 SIGMOD 5.093636e-05
11,886 Enabling Data Science for the Majority 2019 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

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