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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
h63db030331e86856
Venue
VLDB
Year
2017
Pagerank
0.00013057136
Overall Rank
924 | 93.79%
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 35 of 35 citing papers.

Rank Citing Paper Year Venue Pagerank
975 Democratizing Data Science through Interactive Curation of ML Pipelines 2019 SIGMOD 0.00012750518
2,048 Automatically Generating Data Exploration Sessions Using Deep Reinforcement Learning 2020 SIGMOD 9.1229916e-05
3,098 Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows 2022 VLDB 7.6517623e-05
3,341 I've Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making 2017 VLDB 7.4063139e-05
4,304 Data Series Progressive Similarity Search with Probabilistic Quality Guarantees 2020 SIGMOD 6.6771697e-05
4,431 ASAP: Prioritizing Attention via Time Series Smoothing 2017 VLDB 6.6020898e-05
4,497 Automating Exploratory Data Analysis via Machine Learning: An Overview 2020 SIGMOD 6.5763072e-05
4,725 QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data 2019 SIGMOD 6.4504342e-05
4,739 Going Beyond Provenance: Explaining Query Answers with Pattern-based Counterbalances 2019 SIGMOD 6.4441962e-05
4,864 Synthesizing Natural Language to Visualization (NL2VIS) Benchmarks from NL2SQL Benchmarks 2021 SIGMOD 6.3770469e-05
5,021 Adaptive Sampling for Rapidly Matching Histograms 2018 VLDB 6.3106761e-05
5,031 Mining Precision Interfaces From Query Logs 2019 SIGMOD 6.3055788e-05
5,587 ShapeSearch: A Flexible and Efficient System for Shape-based Exploration of Trendlines 2020 SIGMOD 6.0754379e-05
5,759 DeepEye: Creating Good Data Visualizations by Keyword Search 2018 SIGMOD 6.0042797e-05
6,134 OM3: An Ordered Multi-level Min-Max Representation for Interactive Progressive Visualization of Time Series 2023 SIGMOD 5.8766115e-05
6,517 Fast-Forwarding to Desired Visualizations with zenvisage 2017 CIDR 5.7585571e-05
6,875 Towards Democratizing Relational Data Visualization 2019 SIGMOD 5.6589849e-05
7,054 SENSOR: Data-driven Construction of Sketch-based Visual Query Interfaces for Time Series Data 2022 VLDB 5.6121407e-05
7,106 COVIZ: A System for Visual Formation and Exploration of Patient Cohorts 2019 VLDB 5.601767e-05
7,146 Guided Exploration of Data Summaries 2022 VLDB 5.5993699e-05
9,015 LensXPlain: Visualizing and Explaining Contributing Subsets for Aggregate Query Answers 2019 VLDB 5.2374759e-05
9,139 MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis 2021 SIGMOD 5.2215322e-05
9,362 Exploring Exploratory Querying 2025 VLDB 5.1868213e-05
9,663 ShapeSearch: Flexible Pattern-based Querying of Trend Line Visualizations 2018 VLDB 5.1453267e-05
9,781 Optimizing Dataflow Systems for Scalable Interactive Visualization 2024 SIGMOD 5.1300393e-05
10,126 An Adaptive Benchmark for Modeling User Exploration of Large Datasets 2025 SIGMOD 5.0751052e-05
10,189 COMPARE: Accelerating Groupwise Comparison in Relational Databases for Data Analytics 2021 VLDB 5.0651993e-05
10,661 MultiVis-Agent: A Multi-Agent Framework with Logic Rules for Reliable and Comprehensive Cross-Modal Data Visualization 2026 SIGMOD 4.9793485e-05
10,959 DataMagic: Transforming Tabular Data into Data Insight Video 2026 VLDB 4.9793485e-05
11,323 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB 4.9793485e-05
11,450 SDEcho: Efficient Explanation of Aggregated Sequence Difference 2025 VLDB 4.9793485e-05
11,634 DeepSketch: A Query Sketching Interface for Deep Time Series Similarity Search 2024 VLDB 4.9793485e-05
11,979 Exploring Ratings in Subjective Databases 2021 SIGMOD 4.9793485e-05
12,148 Data Pipelines for User Group Analytics 2019 SIGMOD 4.9793485e-05
12,186 Enabling Data Science for the Majority 2019 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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