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Approximate Query Processing Using Wavelets

Summary: Uses multidimensional wavelet-coefficient synopses for general-purpose, high-dimensional approximate query processing. Novel algorithms execute arbitrarily complex relational queries directly in coefficient space, outperforming sampling and histograms while enabling rapid exploratory analytics. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
8830
Venue
VLDB
Year
2000
Pagerank
0.00021792475
Overall Rank
307 | 97.90%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{chakrabarti_vldb00,
        title = {{Approximate Query Processing Using Wavelets}},
        author = {Chakrabarti, Kaushik and Garofalakis, Minos and Rastogi, Rajeev and Shim, Kyuseok},
        journal = {PVLDB},
        series = {{VLDB} '00},
        pages = {111--122},
        year = {2000}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 66 citing papers.

Rank Citing Paper Year Venue Pagerank
26 Models and Issues in Data Stream Systems 2002 PODS 0.00052982574
150 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00029208207
255 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00023174541
257 The History of Histograms (abridged) 2003 VLDB 0.00023154793
280 Selectivity Estimation using Probabilistic Models 2001 SIGMOD 0.00022454217
311 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00021760621
323 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00021264788
363 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.0002005475
513 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00017190574
548 Graph Summarization with Bounded Error 2008 SIGMOD 0.00016694936
692 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.00014919816
737 Join Size Estimation Subject to Filter Conditions 2015 VLDB 0.00014490983
817 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00013823702
828 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00013769869
909 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00013291205
1,108 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012145154
1,156 Wavelet Synopses with Error Guarantees 2002 SIGMOD 0.00011929041
1,634 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 0.00010163938
1,664 Two-Level Sampling for Join Size Estimation 2017 SIGMOD 0.00010070362
1,962 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 9.3978414e-05
2,340 Online Outlier Detection in Sensor Data Using Non-Parametric Models 2006 VLDB 8.7246796e-05
2,359 Integrating DB and IR Technologies: What is the Sound of One Hand Clapping? * 2005 CIDR 8.698016e-05
2,367 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 8.6855754e-05
2,438 FAS - a Freshness-Sensitive Coordination Middleware for a Cluster of OLAP Components 2002 VLDB 8.57985e-05
2,608 A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries 2001 SIGMOD 8.347674e-05
2,663 Partial Results in Database Systems 2014 SIGMOD 8.2818137e-05
2,898 Approximate Selection with Guarantees using Proxies 2020 VLDB 7.978725e-05
3,034 Compressing Historical Information in Sensor Networks 2004 SIGMOD 7.8302786e-05
3,180 Approximate XML Query Answers 2004 SIGMOD 7.6599179e-05
3,788 Graph-Based Synopses for Relational Selectivity Estimation 2006 SIGMOD 7.1244416e-05
3,945 Exploiting Correlations for Expensive Predicate Evaluation 2015 SIGMOD 7.0055154e-05
4,188 One-Pass Wavelet Synopses for Maximum-Error Metrics 2005 VLDB 6.8448865e-05
4,325 Deterministic Wavelet Thresholding for Maximum-Error Metrics 2004 PODS 6.7605683e-05
4,517 Window-Aware Load Shedding for Aggregation Queries over Data Streams 2006 VLDB 6.6481605e-05
4,698 Rethinking Data Management for Storage-centric Sensor Networks 2007 CIDR 6.5569539e-05
4,819 Space efficiency in Synopsis construction algorithms 2005 VLDB 6.4940349e-05
4,926 Adaptive Sampling for Rapidly Matching Histograms 2018 VLDB 6.4428362e-05
4,945 Lightweight Cardinality Estimation in LSM-based Systems 2018 SIGMOD 6.4321265e-05
5,329 SeeDB: Visualizing Database Queries Efficiently 2014 VLDB 6.2634965e-05
5,490 XWAVE: Optimal and Approximate Extended Wavelets for Streaming Data 2004 VLDB 6.200262e-05
5,517 Scalable Ranked Publish/Subscribe 2008 VLDB 6.1889819e-05
5,522 Building Wavelet Histograms on Large Data in MapReduce 2012 VLDB 6.1871697e-05
5,650 Extended Wavelets for Multiple Measures 2003 SIGMOD 6.1337629e-05
5,792 Pre-training Summarization Models of Structured Datasets for Cardinality Estimation 2022 VLDB 6.0871213e-05
6,007 OM3: An Ordered Multi-level Min-Max Representation for Interactive Progressive Visualization of Time Series 2023 SIGMOD 6.0114933e-05
6,556 Hierarchical Residual Encoding for Multiresolution Time Series Compression 2023 SIGMOD 5.8404094e-05
6,651 Progressive Indexes: Indexing for Interactive Data Analysis 2019 VLDB 5.8141997e-05
7,123 Depth Estimation for Ranking Query Optimization 2007 VLDB 5.6966694e-05
8,324 THEMIS: Fairness in Federated Stream Processing under Overload 2016 SIGMOD 5.4539042e-05
8,492 ShadowAQP: Efficient Approximate Group-by and Join Query via Attribute-oriented Sample Size Allocation and Data Generation 2023 VLDB 5.4145838e-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
9 Online Aggregation 1997 SIGMOD 0.00077458002
35 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00048481081
76 Practical Selectivity Estimation through Adaptive Sampling 1990 SIGMOD 0.00037054261
101 Selectivity Estimation Without the Attribute Value Independence Assumption 1997 VLDB 0.00034376651
136 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00030123303
168 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD 0.00027541029
213 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00024723025
435 Histogram-Based Approximation of Set-Valued Query Answers 1999 VLDB 0.000185063
1,732 Caching Multidimensional Queries Using Chunks 1998 SIGMOD 9.9065981e-05
3,264 WALRUS: A Similarity Retrieval Algorithm for Image Databases 1999 SIGMOD 7.5841142e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 909 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD
2 3,111 REHIST: Relative Error Histogram Construction Algorithms 2004 VLDB
3 5,490 XWAVE: Optimal and Approximate Extended Wavelets for Streaming Data 2004 VLDB
4 4,325 Deterministic Wavelet Thresholding for Maximum-Error Metrics 2004 PODS
5 3,241 Optimal and Approximate Computation of Summary Statistics for Range Aggregates 2001 PODS
6 311 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB
7 5,650 Extended Wavelets for Multiple Measures 2003 SIGMOD
8 1,156 Wavelet Synopses with Error Guarantees 2002 SIGMOD
9 213 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD
10 168 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD