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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
5467
Venue
SIGMOD
Year
2018
Pagerank
6.6078243e-05
Overall Rank
3,944 | 72.57%
DOI
10.1145/3183713.3183747

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
1,703 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00010836769
2,716 Davos: A System for Interactive Data-Driven Decision Making 2021 VLDB 8.2429172e-05
4,375 Sample Debiasing in the Themis Open World Database System 2020 SIGMOD 6.2427076e-05
6,233 Mosaic: A Sample-Based Database System for Open World Query Processing 2020 CIDR 5.1451876e-05
6,298 Hillview: A trillion-cell spreadsheet for big data 2019 VLDB 5.1226987e-05
6,740 Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing 2021 SIGMOD 4.944395e-05
7,073 Marviq: Quality-Aware Geospatial Visualization of Range-Selection Queries Using Materialization 2020 SIGMOD 4.842703e-05
8,393 LAQy: Efficient and Reusable Query Approximations via Lazy Sampling 2023 SIGMOD 4.5280102e-05
8,643 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 4.4777916e-05
8,673 CoopStore: Optimizing Precomputed Summaries for Aggregation 2020 VLDB 4.4709116e-05
9,431 PairwiseHist: Fast, Accurate and Space-Efficient Approximate Query Processing with Data Compression 2024 VLDB 4.3434046e-05
9,621 ShadowAQP: Efficient Approximate Group-by and Join Query via Attribute-oriented Sample Size Allocation and Data Generation 2023 VLDB 4.3167167e-05
10,216 The Case For Language Model Approximated LIKE Predicate 2026 SIGMOD 4.1945683e-05
10,608 Approximation-First Timeseries Query At Scale 2025 VLDB 4.1945683e-05
11,285 Approximate Queries over Concurrent Updates 2023 VLDB 4.1945683e-05
11,552 BitGourmet: Deterministic Approximation via Optimized Bit Selection 2020 CIDR 4.1945683e-05
11,585 Demonstration of BitGourmet: Data Analysis via Deterministic Approximation 2020 SIGMOD 4.1945683e-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
11 Implementing Data Cubes Efficiently 1996 SIGMOD 0.0011708144
14 Online Aggregation 1997 SIGMOD 0.0010801504
21 C-Store: A Column-oriented DBMS 2005 VLDB 0.00086087497
46 Simple Random Sampling from Relational Databases 1986 VLDB 0.00070894702
66 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00061639801
109 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.00048186983
184 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00036625711
273 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00029390945
368 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.000254931
429 The Aqua Approximate Query Answering System 1999 SIGMOD 0.00023476494
593 Storage Estimation for Multidimensional Aggregates in the Presence of Hierarchies 1996 VLDB 0.00019536993
739 Congressional Samples for Approximate Answering of Group-By Queries 2000 SIGMOD 0.00017401518
943 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015145883
962 Maintenance of Data Cubes and Summary Tables in a Warehouse 1997 SIGMOD 0.00014986226
1,021 Materialized View Selection for Multidimensional Datasets* 1998 VLDB 0.00014619259
1,260 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00012993347
1,323 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00012601997
1,335 ICICLES: Self-tuning Samples for Approximate Query Answering 2000 VLDB 0.00012502131
1,359 Range Queries in OLAP Data Cubes 1997 SIGMOD 0.0001238588
1,425 Scalable Approximate Query Processing With The DBO Engine 2007 SIGMOD 0.00012051353
1,464 Online Aggregation for Large MapReduce Jobs 2011 VLDB 0.00011865546
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011287495
1,874 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.00010244443
1,909 SciBORQ: Scientific data management with Bounds On Runtime and Quality 2011 CIDR 0.00010121304
2,184 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.3429789e-05
2,254 Two-Level Sampling for Join Size Estimation 2017 SIGMOD 9.1897043e-05
2,365 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 8.9551432e-05
2,580 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 8.5058814e-05
2,588 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 8.4909562e-05
2,616 DAQ: A New Paradigm for Approximate Query Processing 2015 VLDB 8.4471955e-05
2,808 A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries 2001 SIGMOD 8.0870741e-05
2,995 A Sampling Algebra for Aggregate Estimation 2013 VLDB 7.7587199e-05
3,167 Relational Confidence Bounds Are Easy With The Bootstrap* 2005 SIGMOD 7.4523397e-05
3,333 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 7.2093479e-05
3,594 Continuous Sampling for Online Aggregation Over Multiple Queries 2010 SIGMOD 6.9381343e-05
4,030 Revisiting Reuse for Approximate Query Processing 2017 VLDB 6.5129665e-05
4,444 Hierarchical Cubes for Range-Sum Queries 1999 VLDB 6.1831691e-05
5,987 Sampling Cube: A Framework for Statistical OLAP Over Sampling Data 2008 SIGMOD 5.2432535e-05
6,400 iOLAP: Managing Uncertainty for Efficient Incremental OLAP 2016 SIGMOD 5.0803518e-05
6,491 Robust Estimation With Sampling and Approximate Pre-Aggregation 2003 VLDB 5.0429323e-05
7,921 Information Retrieval from an Incomplete Data Cube 1996 VLDB 4.6161463e-05
8,421 The DBO Database System 2008 SIGMOD 4.5170825e-05
8,715 Data Driven Approximation with Bounded Resources 2017 VLDB 4.4619052e-05
8,728 Stale View Cleaning: Getting Fresh Answers from Stale Materialized Views 2015 VLDB 4.4589711e-05
9,853 Dynamic Update Cube for Range-Sum Queries 2001 VLDB 4.2711871e-05
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