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Marviq: Quality-Aware Geospatial Visualization of Range-Selection Queries Using Materialization

Summary: Marviq is a middleware-based approach that partitions the selection domain into intervals and materializes a visualization per interval as MVS tables stored in the database. It supports exact visualizations by combining MVS with the base data and approximate visuals with a user-specified similarity threshold, aided by interval refinement and multi-resolution materialization; evaluation reports strong space/time efficiency. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5945
Venue
SIGMOD
Year
2020
Pagerank
4.842703e-05
Overall Rank
7,073 | 50.80%
DOI
10.1145/3318464.3389730

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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
1,204 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00013319541
1,350 Northstar: An Interactive Data Science System 2018 VLDB 0.00012431059
1,587 Dynamic Prefetching of Data Tiles for Interactive Visualization 2016 SIGMOD 0.00011245116
2,251 Vizdom: Interactive Analytics through Pen and Touch 2015 VLDB 9.1986441e-05
2,355 G-OLA: Generalized On-Line Aggregation for Interactive Analysis on Big Data 2015 SIGMOD 8.9677847e-05
2,580 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 8.5058814e-05
3,333 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 7.2093479e-05
3,835 I've Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making 2017 VLDB 6.7163364e-05
3,919 Efficient Selection of Geospatial Data on Maps for Interactive and Visualized Exploration 2018 SIGMOD 6.631077e-05
3,944 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 6.6078243e-05
4,029 Spatial Online Sampling and Aggregation 2016 VLDB 6.51315e-05
4,030 Revisiting Reuse for Approximate Query Processing 2017 VLDB 6.5129665e-05
6,298 Hillview: A trillion-cell spreadsheet for big data 2019 VLDB 5.1226987e-05
6,444 Evaluating Interactive Data Systems: Workloads, Metrics, and Guidelines 2018 SIGMOD 5.059132e-05
9,384 Sapprox: Enabling Efficient and Accurate Approximations on Sub-datasets with Distribution-aware Online Sampling 2017 VLDB 4.3456129e-05
9,385 XmdvToolQ: Quality-Aware Interactive Data Exploration 2007 SIGMOD 4.3456129e-05
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