Data Tweening: Incremental Visualization of Data Transforms
Summary: Introduces data tweening: query-aware interpolation between result sets that visualizes incremental stages of interactive data transformations. User studies show it improves comprehension of both result changes and underlying query operations. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Meraj Khan (Ohio State University)
- 2. Larry Xu (University of California Berkeley)
- 3. Arnab Nandi (Ohio State University)
- 4. Joseph M. Hellerstein (University of California Berkeley)
BibTeX Citation
@article{khan_vldb17,
title = {{Data Tweening: Incremental Visualization of Data Transforms}},
author = {Khan, Meraj and Xu, Larry and Nandi, Arnab and Hellerstein, Joseph M.},
journal = {PVLDB},
series = {{VLDB} '17},
volume = {10},
number = {6},
pages = {661--672},
doi = {10.14778/3055330.3055333},
url = {https://doi.org/10.14778/3055330.3055333},
year = {2017}
}Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,416 | Northstar: An Interactive Data Science System | 2018 | VLDB | 0.00010707248 |
| 6,195 | Evaluating Interactive Data Systems: Workloads, Metrics, and Guidelines | 2018 | SIGMOD | 5.8374071e-05 |
| 7,129 | Data Vocalization with CiceroDB | 2019 | CIDR | 5.580601e-05 |
| 10,733 | MultiVis-Agent: A Multi-Agent Framework with Logic Rules for Reliable and Comprehensive Cross-Modal Data Visualization | 2026 | SIGMOD | 4.9605343e-05 |
| 12,182 | ARQuery: Hallucinating Analytics over Real-World Data using Augmented Reality | 2019 | CIDR | 4.9605343e-05 |
| 12,197 | Data Pipelines for User Group Analytics | 2019 | SIGMOD | 4.9605343e-05 |
| 12,359 | DataTweener: A Demonstration of a Tweening Engine for Incremental Visualization of Data Transforms | 2017 | VLDB | 4.9605343e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,618 | dbTouch: Analytics at your Fingertips | 2013 | CIDR | 8.1988906e-05 |
| 3,016 | Gestural Query Specification | 2014 | VLDB | 7.7360586e-05 |
| 5,843 | FluxQuery: An Execution Framework for Highly Interactive Query Workloads | 2016 | SIGMOD | 5.9558503e-05 |
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|---|---|---|---|---|
| 1 | 6,895 | Towards Democratizing Relational Data Visualization | 2019 | SIGMOD |
| 2 | 7,249 | QueryScope: Visualizing Queries for Repeatable Database Tuning | 2008 | VLDB |
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| 4 | 8,359 | Databases will Visualize Queries too | 2011 | VLDB |
| 5 | 7,026 | SnapToQuery: Providing Interactive Feedback during Exploratory Query Specification | 2015 | VLDB |
| 6 | 5,016 | Online Query Processing: A Tutorial | 2001 | SIGMOD |
| 7 | 10,678 | Visualization-Oriented Progressive Time Series Transformation | 2026 | SIGMOD |
| 8 | 3,563 | Interactive Analysis of Web-Scale Data | 2009 | CIDR |
| 9 | 13,904 | Exploring Visualization of Data Transforms | 2016 | SIGMOD |
| 10 | 12,359 | DataTweener: A Demonstration of a Tweening Engine for Incremental Visualization of Data Transforms | 2017 | VLDB |