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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
7.3084429e-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
1,065 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00012202293
3,651 Davos: A System for Interactive Data-Driven Decision Making 2021 VLDB 7.1336875e-05
4,254 Sample Debiasing in the Themis Open World Database System 2020 SIGMOD 6.698367e-05
5,930 Hillview: A trillion-cell spreadsheet for big data 2019 VLDB 5.9410245e-05
6,202 Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing 2021 SIGMOD 5.8494367e-05
6,285 Mosaic: A Sample-Based Database System for Open World Query Processing 2020 CIDR 5.8209714e-05
7,212 Marviq: Quality-Aware Geospatial Visualization of Range-Selection Queries Using Materialization 2020 SIGMOD 5.581834e-05
7,363 PairwiseHist: Fast, Accurate and Space-Efficient Approximate Query Processing with Data Compression 2024 VLDB 5.5404386e-05
8,336 LAQy: Efficient and Reusable Query Approximations via Lazy Sampling 2023 SIGMOD 5.3508072e-05
8,667 ShadowAQP: Efficient Approximate Group-by and Join Query via Attribute-oriented Sample Size Allocation and Data Generation 2023 VLDB 5.2905894e-05
8,771 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 5.2808131e-05
8,783 CoopStore: Optimizing Precomputed Summaries for Aggregation 2020 VLDB 5.2776273e-05
10,701 The Case For Language Model Approximated LIKE Predicate 2026 SIGMOD 4.9769913e-05
11,276 Approximation-First Timeseries Query At Scale 2025 VLDB 4.9769913e-05
11,800 Approximate Queries over Concurrent Updates 2023 VLDB 4.9769913e-05
12,058 BitGourmet: Deterministic Approximation via Optimized Bit Selection 2020 CIDR 4.9769913e-05
12,089 Demonstration of BitGourmet: Data Analysis via Deterministic Approximation 2020 SIGMOD 4.9769913e-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 0.00076265429
11 Implementing Data Cubes Efficiently 1996 SIGMOD 0.00071056708
12 C-Store: A Column-oriented DBMS 2005 VLDB 0.0006897844
23 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00055384955
49 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.0004314366
153 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00028621958
175 Simple Random Sampling from Relational Databases 1986 VLDB 0.00026776696
216 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.00024485637
222 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00024210103
335 The Aqua Approximate Query Answering System 1999 SIGMOD 0.000206533
564 Congressional Samples for Approximate Answering of Group-By Queries 2000 SIGMOD 0.00016297598
596 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015782051
656 Storage Estimation for Multidimensional Aggregates in the Presence of Hierarchies 1996 VLDB 0.0001506436
841 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00013543
901 Maintenance of Data Cubes and Summary Tables in a Warehouse 1997 SIGMOD 0.00013179526
930 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00013009255
957 Materialized View Selection for Multidimensional Datasets 1998 VLDB 0.00012855863
1,021 Online Aggregation for Large MapReduce Jobs 2011 VLDB 0.00012437619
1,061 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012208639
1,090 Scalable Approximate Query Processing With The DBO Engine 2007 SIGMOD 0.00012074369
1,107 Range Queries in OLAP Data Cubes 1997 SIGMOD 0.00011988445
1,182 ICICLES: Self-tuning Samples for Approximate Query Answering 2000 VLDB 0.00011615497
1,428 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.0001069161
1,608 SciBORQ: Scientific data management with Bounds On Runtime and Quality 2011 CIDR 0.00010085907
1,678 Two-Level Sampling for Join Size Estimation 2017 SIGMOD 9.9056116e-05
1,722 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.7921604e-05
1,916 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 9.3822742e-05
2,003 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 9.2071735e-05
2,028 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 9.1584244e-05
2,219 DAQ: A New Paradigm for Approximate Query Processing 2015 VLDB 8.8127129e-05
2,455 A Sampling Algebra for Aggregate Estimation 2013 VLDB 8.4377251e-05
2,654 A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries 2001 SIGMOD 8.1670397e-05
2,672 Relational Confidence Bounds Are Easy With The Bootstrap* 2005 SIGMOD 8.1456115e-05
2,873 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 7.9190136e-05
3,085 Continuous Sampling for Online Aggregation Over Multiple Queries 2010 SIGMOD 7.6607519e-05
3,417 Revisiting Reuse for Approximate Query Processing 2017 VLDB 7.3184905e-05
4,033 Hierarchical Cubes for Range-Sum Queries 1999 VLDB 6.836854e-05
5,785 Sampling Cube: A Framework for Statistical OLAP Over Sampling Data 2008 SIGMOD 5.9935627e-05
6,220 iOLAP: Managing Uncertainty for Efficient Incremental OLAP 2016 SIGMOD 5.8447948e-05
6,786 Robust Estimation With Sampling and Approximate Pre-Aggregation 2003 VLDB 5.6811262e-05
8,149 Information Retrieval from an Incomplete Data Cube 1996 VLDB 5.388842e-05
8,550 The DBO Database System 2008 SIGMOD 5.3162466e-05
8,851 Data Driven Approximation with Bounded Resources 2017 VLDB 5.2634608e-05
8,876 Stale View Cleaning: Getting Fresh Answers from Stale Materialized Views 2015 VLDB 5.2587627e-05
10,211 Dynamic Update Cube for Range-Sum Queries 2001 VLDB 5.0581962e-05
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