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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
8640
Venue
VLDB
Year
2000
Pagerank
0.00023773968
Overall Rank
416 | 97.12%
DOI
-

Incoming Non-self Citations Over Time

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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 0.00072660894
194 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00035402379
316 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00027981848
325 The History of Histograms (abridged) 2003 VLDB 0.00027398081
344 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00026698826
373 Selectivity Estimation using Probabilistic Models 2001 SIGMOD 0.00025354685
387 Graph Summarization with Bounded Error 2008 SIGMOD 0.00024682268
430 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00023406426
606 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00019251186
838 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.00016024923
903 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00015449454
905 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00015423174
1,065 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00014344675
1,194 Join Size Estimation Subject to Filter Conditions 2015 VLDB 0.00013411666
1,257 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00013002384
1,400 Wavelet Synopses with Error Guarantees 2002 SIGMOD 0.0001219602
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011289028
2,005 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 9.8168893e-05
2,120 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 9.5017579e-05
2,254 Two-Level Sampling for Join Size Estimation 2017 SIGMOD 9.1871115e-05
2,543 FAS— a Freshness-Sensitive Coordination Middleware for a Cluster of OLAP Components 2002 VLDB 8.567292e-05
2,583 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 8.4973431e-05
2,604 Integrating DB and IR Technologies: What is the Sound of One Hand Clapping? * 2005 CIDR 8.4628537e-05
2,635 Online Outlier Detection in Sensor Data Using Non-Parametric Models 2006 VLDB 8.4081184e-05
2,813 A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries 2001 SIGMOD 8.0816314e-05
3,054 Partial Results in Database Systems 2014 SIGMOD 7.6478475e-05
3,127 Compressing Historical Information in Sensor Networks 2004 SIGMOD 7.5200903e-05
3,421 Approximate XML Query Answers 2004 SIGMOD 7.1107127e-05
3,553 Approximate Selection with Guarantees using Proxies 2020 VLDB 6.9763548e-05
3,597 Graph-Based Synopses for Relational Selectivity Estimation 2006 SIGMOD 6.9337747e-05
3,720 Space efficiency in Synopsis construction algorithms 2005 VLDB 6.8139746e-05
4,022 Exploiting Correlations for Expensive Predicate Evaluation 2015 SIGMOD 6.5185189e-05
4,501 Rethinking Data Management for Storage-centric Sensor Networks 2007 CIDR 6.1325842e-05
4,647 Window-Aware Load Shedding for Aggregation Queries over Data Streams 2006 VLDB 6.01732e-05
4,656 One-Pass Wavelet Synopses for Maximum-Error Metrics 2005 VLDB 6.0101164e-05
4,679 Adaptive Sampling for Rapidly Matching Histograms 2018 VLDB 5.9978792e-05
4,696 Deterministic Wavelet Thresholding for Maximum-Error Metrics 2004 PODS 5.9843254e-05
5,263 SeeDB: Visualizing Database Queries Efficiently 2014 VLDB 5.5959099e-05
5,396 Scalable Ranked Publish/Subscribe 2008 VLDB 5.5279512e-05
5,543 Lightweight Cardinality Estimation in LSM-based Systems 2018 SIGMOD 5.4486922e-05
5,588 XWAVE: Optimal and Approximate Extended Wavelets for Streaming Data 2004 VLDB 5.4193309e-05
5,794 Extended Wavelets for Multiple Measures 2003 SIGMOD 5.323907e-05
5,908 Building Wavelet Histograms on Large Data in MapReduce 2012 VLDB 5.2731311e-05
6,072 OM3: An Ordered Multi-level Min-Max Representation for Interactive Progressive Visualization of Time Series 2023 SIGMOD 5.2230588e-05
6,365 Pre-training Summarization Models of Structured Datasets for Cardinality Estimation 2022 VLDB 5.0892829e-05
6,826 Depth Estimation for Ranking Query Optimization 2007 VLDB 4.9090969e-05
7,000 Progressive Indexes: Indexing for Interactive Data Analysis 2019 VLDB 4.862486e-05
8,330 THEMIS: Fairness in Federated Stream Processing under Overload 2016 SIGMOD 4.5391049e-05
8,341 Hierarchical Residual Encoding for Multiresolution Time Series Compression 2023 SIGMOD 4.5373173e-05
8,712 Data Driven Approximation with Bounded Resources 2017 VLDB 4.4578168e-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 0.0010813443
63 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00063595699
92 Practical Selectivity Estimation through Adaptive Sampling 1990 SIGMOD 0.00051431888
141 Selectivity Estimation Without the Attribute Value Independence Assumption 1997 VLDB 0.00041819767
212 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00033997204
223 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD 0.00032829841
275 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00029381206
360 Histogram-Based Approximation of Set-Valued Query Answers 1999 VLDB 0.00025768448
1,890 Caching Multidimensional Queries Using Chunks 1998 SIGMOD 0.0001018961
2,666 WALRUS: A Similarity Retrieval Algorithm for Image Databases 1999 SIGMOD 8.3498373e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
1,257 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00013002384
2,752 REHIST: Relative Error Histogram Construction Algorithms 2004 VLDB 8.1723418e-05
5,588 XWAVE: Optimal and Approximate Extended Wavelets for Streaming Data 2004 VLDB 5.4193309e-05
4,696 Deterministic Wavelet Thresholding for Maximum-Error Metrics 2004 PODS 5.9843254e-05
3,292 Optimal and Approximate Computation of Summary Statistics for Range Aggregates 2001 PODS 7.2598265e-05
344 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00026698826
5,794 Extended Wavelets for Multiple Measures 2003 SIGMOD 5.323907e-05
1,400 Wavelet Synopses with Error Guarantees 2002 SIGMOD 0.0001219602
275 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00029381206
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