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Approximate Query Processing Using Wavelets

Summary: Introduces multi-dimensional wavelet coefficient synopses for general-purpose AQP on high-dimensional data. Queries run on wavelet-coefficient synopses, delivering approximate results with final expansion postponed; outperforms sampling and histograms. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
8639
Venue
VLDB
Year
2000
Pagerank
0.00024057494
Overall Rank
405 | 97.19%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 66 citing papers.

Rank Citing Paper Year Venue Pagerank
43 Models and Issues in Data Stream Systems 2002 PODS 0.00072723062
194 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00035426067
308 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00028142852
325 The History of Histograms (abridged) 2003 VLDB 0.00027378328
344 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00026702512
372 Selectivity Estimation using Probabilistic Models 2001 SIGMOD 0.00025354779
388 Graph Summarization with Bounded Error 2008 SIGMOD 0.00024662272
449 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00022846068
608 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00019235898
842 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.00016031973
905 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.0001546195
910 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00015423056
1,064 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00014356481
1,193 Join Size Estimation Subject to Filter Conditions 2015 VLDB 0.00013414989
1,260 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00012993347
1,400 Wavelet Synopses with Error Guarantees 2002 SIGMOD 0.00012191684
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011287495
2,011 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 9.7964875e-05
2,118 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 9.5100739e-05
2,254 Two-Level Sampling for Join Size Estimation 2017 SIGMOD 9.1897043e-05
2,543 FAS— a Freshness-Sensitive Coordination Middleware for a Cluster of OLAP Components 2002 VLDB 8.5732975e-05
2,580 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 8.5058814e-05
2,599 Integrating DB and IR Technologies: What is the Sound of One Hand Clapping? * 2005 CIDR 8.4702307e-05
2,629 Online Outlier Detection in Sensor Data Using Non-Parametric Models 2006 VLDB 8.4160309e-05
2,808 A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries 2001 SIGMOD 8.0870741e-05
3,051 Partial Results in Database Systems 2014 SIGMOD 7.6512591e-05
3,121 Compressing Historical Information in Sensor Networks 2004 SIGMOD 7.5271941e-05
3,419 Approximate XML Query Answers 2004 SIGMOD 7.1173416e-05
3,558 Approximate Selection with Guarantees using Proxies 2020 VLDB 6.9765724e-05
3,593 Graph-Based Synopses for Relational Selectivity Estimation 2006 SIGMOD 6.9385476e-05
3,719 Space efficiency in Synopsis construction algorithms 2005 VLDB 6.8204683e-05
4,014 Exploiting Correlations for Expensive Predicate Evaluation 2015 SIGMOD 6.5273084e-05
4,500 Rethinking Data Management for Storage-centric Sensor Networks 2007 CIDR 6.1381791e-05
4,649 Window-Aware Load Shedding for Aggregation Queries over Data Streams 2006 VLDB 6.0236001e-05
4,659 One-Pass Wavelet Synopses for Maximum-Error Metrics 2005 VLDB 6.0160083e-05
4,681 Adaptive Sampling for Rapidly Matching Histograms 2018 VLDB 6.0034918e-05
4,698 Deterministic Wavelet Thresholding for Maximum-Error Metrics 2004 PODS 5.9887317e-05
5,264 SeeDB: Visualizing Database Queries Efficiently 2014 VLDB 5.597302e-05
5,391 Scalable Ranked Publish/Subscribe 2008 VLDB 5.533552e-05
5,535 Lightweight Cardinality Estimation in LSM-based Systems 2018 SIGMOD 5.4539235e-05
5,579 XWAVE: Optimal and Approximate Extended Wavelets for Streaming Data 2004 VLDB 5.4245689e-05
5,783 Extended Wavelets for Multiple Measures 2003 SIGMOD 5.3289633e-05
5,903 Building Wavelet Histograms on Large Data in MapReduce 2012 VLDB 5.2791351e-05
6,069 OM3: An Ordered Multi-level Min-Max Representation for Interactive Progressive Visualization of Time Series 2023 SIGMOD 5.2280784e-05
6,368 Pre-training Summarization Models of Structured Datasets for Cardinality Estimation 2022 VLDB 5.0937722e-05
6,829 Depth Estimation for Ranking Query Optimization 2007 VLDB 4.9136064e-05
7,001 Progressive Indexes: Indexing for Interactive Data Analysis 2019 VLDB 4.8671553e-05
8,337 THEMIS: Fairness in Federated Stream Processing under Overload 2016 SIGMOD 4.5434623e-05
8,373 Hierarchical Residual Encoding for Multiresolution Time Series Compression 2023 SIGMOD 4.5329467e-05
8,715 Data Driven Approximation with Bounded Resources 2017 VLDB 4.4619052e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank Cited Paper Year Venue Pagerank
14 Online Aggregation 1997 SIGMOD 0.0010801504
64 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00063612837
92 Practical Selectivity Estimation through Adaptive Sampling 1990 SIGMOD 0.00051315959
141 Selectivity Estimation Without the Attribute Value Independence Assumption 1997 VLDB 0.00041786333
211 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00033981214
222 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD 0.00032828302
273 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00029390945
361 Histogram-Based Approximation of Set-Valued Query Answers 1999 VLDB 0.00025775749
1,887 Caching Multidimensional Queries Using Chunks 1998 SIGMOD 0.00010204659
2,661 WALRUS: A Similarity Retrieval Algorithm for Image Databases 1999 SIGMOD 8.3575285e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
1,260 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00012993347
2,748 REHIST: Relative Error Histogram Construction Algorithms 2004 VLDB 8.1785955e-05
5,579 XWAVE: Optimal and Approximate Extended Wavelets for Streaming Data 2004 VLDB 5.4245689e-05
4,698 Deterministic Wavelet Thresholding for Maximum-Error Metrics 2004 PODS 5.9887317e-05
3,310 Optimal and Approximate Computation of Summary Statistics for Range Aggregates 2001 PODS 7.2408955e-05
344 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00026702512
5,783 Extended Wavelets for Multiple Measures 2003 SIGMOD 5.3289633e-05
1,400 Wavelet Synopses with Error Guarantees 2002 SIGMOD 0.00012191684
273 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00029390945
222 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD 0.00032828302