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AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics

Summary: Proposes AQP++, unifying sampling-based AQP with precomputation (AggPre) for interactive analytics. For range queries, it blends a sample with aggregates, yielding better preprocess time, latency, and accuracy trade-offs than AQP or AggPre. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hd25568c69b7ae3aa
Venue
SIGMOD
Year
2018
Pagerank
7.3117029e-05
Overall Rank
3,424 | 76.99%
DOI
10.1145/3183713.3183747

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{peng_sigmod18,
        title = {{AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics}},
        author = {Peng, Jinglin and Zhang, Dongxiang and Wang, Jiannan and Pei, Jian},
        series = {{SIGMOD} '18},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3183713.3183747},
        url = {https://dl.acm.org/doi/10.1145/3183713.3183747},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
1,064 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00012202282
3,648 Davos: A System for Interactive Data-Driven Decision Making 2021 VLDB 7.1370661e-05
4,253 Sample Debiasing in the Themis Open World Database System 2020 SIGMOD 6.7015395e-05
5,930 Hillview: A trillion-cell spreadsheet for big data 2019 VLDB 5.9438354e-05
6,221 Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing 2021 SIGMOD 5.8463347e-05
6,282 Mosaic: A Sample-Based Database System for Open World Query Processing 2020 CIDR 5.8237283e-05
7,210 Marviq: Quality-Aware Geospatial Visualization of Range-Selection Queries Using Materialization 2020 SIGMOD 5.5844776e-05
7,375 PairwiseHist: Fast, Accurate and Space-Efficient Approximate Query Processing with Data Compression 2024 VLDB 5.5400509e-05
8,331 LAQy: Efficient and Reusable Query Approximations via Lazy Sampling 2023 SIGMOD 5.3532622e-05
8,659 ShadowAQP: Efficient Approximate Group-by and Join Query via Attribute-oriented Sample Size Allocation and Data Generation 2023 VLDB 5.2930951e-05
8,770 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 5.2812395e-05
8,776 CoopStore: Optimizing Precomputed Summaries for Aggregation 2020 VLDB 5.2800094e-05
10,691 The Case For Language Model Approximated LIKE Predicate 2026 SIGMOD 4.9793485e-05
11,268 Approximation-First Timeseries Query At Scale 2025 VLDB 4.9793485e-05
11,794 Approximate Queries over Concurrent Updates 2023 VLDB 4.9793485e-05
12,052 BitGourmet: Deterministic Approximation via Optimized Bit Selection 2020 CIDR 4.9793485e-05
12,083 Demonstration of BitGourmet: Data Analysis via Deterministic Approximation 2020 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 45 of 45 cited papers.

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

Rank Cited Paper Year Venue Pagerank
9 Online Aggregation 1997 SIGMOD 0.00076195956
11 Implementing Data Cubes Efficiently 1996 SIGMOD 0.00071084324
12 C-Store: A Column-oriented DBMS 2005 VLDB 0.00068998927
23 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00055406774
49 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.00043160717
153 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00028633995
175 Simple Random Sampling from Relational Databases 1986 VLDB 0.00026784195
216 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.00024485024
222 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00024218831
336 The Aqua Approximate Query Answering System 1999 SIGMOD 0.00020657819
564 Congressional Samples for Approximate Answering of Group-By Queries 2000 SIGMOD 0.00016296665
596 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015785583
655 Storage Estimation for Multidimensional Aggregates in the Presence of Hierarchies 1996 VLDB 0.00015070228
840 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.0001354605
901 Maintenance of Data Cubes and Summary Tables in a Warehouse 1997 SIGMOD 0.00013185553
931 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00013011667
957 Materialized View Selection for Multidimensional Datasets 1998 VLDB 0.00012861484
1,022 Online Aggregation for Large MapReduce Jobs 2011 VLDB 0.00012438826
1,082 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012122749
1,090 Scalable Approximate Query Processing With The DBO Engine 2007 SIGMOD 0.00012077577
1,106 Range Queries in OLAP Data Cubes 1997 SIGMOD 0.00011994008
1,183 ICICLES: Self-tuning Samples for Approximate Query Answering 2000 VLDB 0.00011616705
1,428 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.00010693831
1,607 SciBORQ: Scientific data management with Bounds On Runtime and Quality 2011 CIDR 0.0001008742
1,678 Two-Level Sampling for Join Size Estimation 2017 SIGMOD 9.9088372e-05
1,720 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.7965659e-05
1,916 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 9.3837729e-05
2,000 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 9.2112617e-05
2,027 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 9.1618139e-05
2,224 DAQ: A New Paradigm for Approximate Query Processing 2015 VLDB 8.80823e-05
2,456 A Sampling Algebra for Aggregate Estimation 2013 VLDB 8.4377192e-05
2,655 A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries 2001 SIGMOD 8.1706092e-05
2,677 Relational Confidence Bounds Are Easy With The Bootstrap* 2005 SIGMOD 8.1461074e-05
2,873 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 7.9225385e-05
3,087 Continuous Sampling for Online Aggregation Over Multiple Queries 2010 SIGMOD 7.6624333e-05
3,419 Revisiting Reuse for Approximate Query Processing 2017 VLDB 7.3190065e-05
4,032 Hierarchical Cubes for Range-Sum Queries 1999 VLDB 6.8400896e-05
5,783 Sampling Cube: A Framework for Statistical OLAP Over Sampling Data 2008 SIGMOD 5.9963988e-05
6,227 iOLAP: Managing Uncertainty for Efficient Incremental OLAP 2016 SIGMOD 5.8452386e-05
6,781 Robust Estimation With Sampling and Approximate Pre-Aggregation 2003 VLDB 5.6836871e-05
8,142 Information Retrieval from an Incomplete Data Cube 1996 VLDB 5.3913918e-05
8,543 The DBO Database System 2008 SIGMOD 5.3187151e-05
8,846 Data Driven Approximation with Bounded Resources 2017 VLDB 5.2649328e-05
8,870 Stale View Cleaning: Getting Fresh Answers from Stale Materialized Views 2015 VLDB 5.2601766e-05
10,204 Dynamic Update Cube for Range-Sum Queries 2001 VLDB 5.0605896e-05
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