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Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data

Summary: Dependency-based histogram synopses for high-dimensional data via interaction models capturing correlations. Low-dimensional marginals guided by the model approximate the joint, outperforming independence and aiding other space-partitioning methods. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h5055d6d35eff17e5
Venue
SIGMOD
Year
2001
Pagerank
0.0001464136
Overall Rank
701 | 95.31%
DOI
10.1145/375663.375685

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{deshpande_sigmod01,
        title = {{Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data}},
        author = {Deshpande, Amol and Garofalakis, Minos and Rastogi, Rajeev},
        series = {{SIGMOD} '01},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/375663.375685},
        url = {https://dl.acm.org/doi/10.1145/375663.375685},
        year = {2001}
}

Incoming Citations (Sorted by Pagerank)

Showing 44 of 44 citing papers.

Rank Citing Paper Year Venue Pagerank
160 CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies 2004 SIGMOD 0.00027775994
254 The History of Histograms (abridged) 2003 VLDB 0.00022999992
343 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00020486383
374 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00019698889
405 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.00019020138
508 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00017108973
568 Towards a Robust Query Optimizer: A Principled and Practical Approach 2005 SIGMOD 0.00016221103
590 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00015876538
983 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00012677179
1,061 Lightweight Graphical Models for Selectivity Estimation Without Independence Assumptions 2011 VLDB 0.00012207625
1,064 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00012181459
1,156 QuickSel: Quick Selectivity Learning with Mixture Models 2020 SIGMOD 0.00011759683
1,670 BHUNT: Automatic Discovery of Fuzzy Algebraic Constraints in Relational Data 2003 VLDB 9.9124313e-05
1,896 CS2: A New Database Synopsis for Query Estimation 2013 SIGMOD 9.4010932e-05
1,935 Consistently Estimating the Selectivity of Conjuncts of Predicates 2005 VLDB 9.3407959e-05
2,009 FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation 2021 VLDB 9.1813272e-05
2,154 SASH: A Self-Adaptive Histogram Set for Dynamically Changing Workloads 2003 VLDB 8.9382906e-05
2,169 QueryFormer: A Tree Transformer Model for Query Plan Representation 2022 VLDB 8.9151935e-05
2,305 GORDIAN: Efficient and Scalable Discovery of Composite Keys 2006 VLDB 8.6550507e-05
2,428 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 8.466877e-05
2,852 FactorJoin: A New Cardinality Estimation Framework for Join Queries 2023 SIGMOD 7.9201312e-05
3,060 A Unified Deep Model of Learning from both Data and Queries for Cardinality Estimation 2021 SIGMOD 7.6828463e-05
3,195 Structure and Value Synopses for XML Data Graphs 2002 VLDB 7.530952e-05
3,371 Conditional Selectivity for Statistics on Query Expressions 2004 SIGMOD 7.3493132e-05
3,858 Graph-Based Synopses for Relational Selectivity Estimation 2006 SIGMOD 6.9543709e-05
4,122 Content-Based Routing: Different Plans for Different Data 2005 VLDB 6.7810085e-05
4,315 ALECE: An Attention-based Learned Cardinality Estimator for SPJ Queries on Dynamic Workloads 2024 VLDB 6.6545412e-05
4,438 Deterministic Wavelet Thresholding for Maximum-Error Metrics 2004 PODS 6.5840202e-05
5,800 Extended Wavelets for Multiple Measures 2003 SIGMOD 5.9735022e-05
5,837 Pre-training Summarization Models of Structured Datasets for Cardinality Estimation 2022 VLDB 5.9600736e-05
6,040 Hierarchical Subspace Sampling: A Unified Framework for High Dimensional Data Reduction, Selectivity Estimation and Nearest Neighbor Search 2002 SIGMOD 5.8900832e-05
6,672 Speeding Up End-to-end Query Execution via Learning-based Progressive Cardinality Estimation 2023 SIGMOD 5.6975871e-05
6,812 dbET: Execution Time Distribution-based Plan Selection 2023 SIGMOD 5.6597129e-05
6,867 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 5.644892e-05
7,342 Distributed Top-N Query Processing with Possibly Uncooperative Local Systems 2003 VLDB 5.5329816e-05
8,381 Probabilistic Database Summarization for Interactive Data Exploration 2017 VLDB 5.327038e-05
9,153 Sharing-Aware Horizontal Partitioning for Exploiting Correlations During Query Processing 2010 VLDB 5.2056492e-05
9,888 Detecting Attribute Dependencies from Query Feedback 2007 VLDB 5.1020175e-05
10,014 Selectivity Estimation for Queries Containing Predicates over Set-Valued Attributes 2023 SIGMOD 5.0838565e-05
10,257 PRICE: A Pretrained Model for Cross-Database Cardinality Estimation 2025 VLDB 5.039379e-05
10,327 Data-Agnostic Cardinality Learning from Imperfect Workloads 2025 VLDB 5.0241309e-05
10,699 CorrBound: Cardinality Estimation Accounting for Inter- and Intra-relation Correlations 2026 SIGMOD 4.9605343e-05
11,321 ACE: A Cardinality Estimator for Set-Valued Queries 2025 VLDB 4.9605343e-05
13,040 Adaptive Density Estimation 2006 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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