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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
3270
Venue
SIGMOD
Year
2001
Pagerank
0.00016024923
Overall Rank
838 | 94.18%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 44 of 44 citing papers.

Rank Citing Paper Year Venue Pagerank
224 CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies 2004 SIGMOD 0.00032743209
325 The History of Histograms (abridged) 2003 VLDB 0.00027398081
430 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00023406426
477 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00022205608
630 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00018942778
680 Towards a Robust Query Optimizer: A Principled and Practical Approach 2005 SIGMOD 0.00018193263
752 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.00017138049
905 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00015423174
1,536 Lightweight Graphical Models for Selectivity Estimation Without Independence Assumptions 2011 VLDB 0.00011458359
1,638 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00011050093
1,699 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00010848882
1,727 QuickSel: Quick Selectivity Learning with Mixture Models 2020 SIGMOD 0.00010731889
1,976 BHUNT: Automatic Discovery of Fuzzy Algebraic Constraints in Relational Data 2003 VLDB 9.8784644e-05
2,120 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 9.5017579e-05
2,136 SASH: A Self-Adaptive Histogram Set for Dynamically Changing Workloads 2003 VLDB 9.4668797e-05
2,359 Consistently Estimating the Selectivity of Conjuncts of Predicates 2005 VLDB 8.967267e-05
2,369 CS2: A New Database Synopsis for Query Estimation 2013 SIGMOD 8.9462051e-05
2,551 GORDIAN: Efficient and Scalable Discovery of Composite Keys 2006 VLDB 8.5553153e-05
2,769 FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation 2021 VLDB 8.1512848e-05
3,114 Structure and Value Synopses for XML Data Graphs 2002 VLDB 7.5419224e-05
3,167 QueryFormer: A Tree Transformer Model for Query Plan Representation 2022 VLDB 7.4561078e-05
3,597 Graph-Based Synopses for Relational Selectivity Estimation 2006 SIGMOD 6.9337747e-05
3,656 Conditional Selectivity for Statistics on Query Expressions 2004 SIGMOD 6.8712579e-05
3,924 A Unified Deep Model of Learning from both Data and Queries for Cardinality Estimation 2021 SIGMOD 6.6227223e-05
3,992 FactorJoin: A New Cardinality Estimation Framework for Join Queries 2023 SIGMOD 6.5519369e-05
4,696 Deterministic Wavelet Thresholding for Maximum-Error Metrics 2004 PODS 5.9843254e-05
4,890 Content-Based Routing: Different Plans for Different Data 2005 VLDB 5.8477169e-05
5,061 Hierarchical Subspace Sampling: A Unified Framework for High Dimensional Data Reduction, Selectivity Estimation and Nearest Neighbor Search 2002 SIGMOD 5.717245e-05
5,405 ALECE: An Attention-based Learned Cardinality Estimator for SPJ Queries on Dynamic Workloads 2024 VLDB 5.5243727e-05
5,794 Extended Wavelets for Multiple Measures 2003 SIGMOD 5.323907e-05
6,365 Pre-training Summarization Models of Structured Datasets for Cardinality Estimation 2022 VLDB 5.0892829e-05
6,837 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 4.9063121e-05
7,134 Distributed Top-N Query Processing with Possibly Uncooperative Local Systems 2003 VLDB 4.8174665e-05
7,220 Speeding Up End-to-end Query Execution via Learning-based Progressive Cardinality Estimation 2023 SIGMOD 4.7926382e-05
7,854 dbET: Execution Time Distribution-based Plan Selection 2023 SIGMOD 4.6306186e-05
7,875 Probabilistic Database Summarization for Interactive Data Exploration 2017 VLDB 4.6262777e-05
8,869 Sharing-Aware Horizontal Partitioning for Exploiting Correlations During Query Processing 2010 VLDB 4.4277859e-05
9,525 Detecting Attribute Dependencies from Query Feedback 2007 VLDB 4.326879e-05
9,690 Selectivity Estimation for Queries Containing Predicates over Set-Valued Attributes 2023 SIGMOD 4.2994116e-05
9,877 PRICE: A Pretrained Model for Cross-Database Cardinality Estimation 2025 VLDB 4.2615675e-05
10,149 CorrBound: Cardinality Estimation Accounting for Inter- and Intra-relation Correlations 2026 SIGMOD 4.1905499e-05
10,598 ACE: A Cardinality Estimator for Set-Valued Queries 2025 VLDB 4.1905499e-05
10,627 Data-Agnostic Cardinality Learning from Imperfect Workloads 2025 VLDB 4.1905499e-05
12,518 Adaptive Density Estimation 2006 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank Cited Paper Year Venue Pagerank
63 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00063595699
141 Selectivity Estimation Without the Attribute Value Independence Assumption 1997 VLDB 0.00041819767
416 Approximate Query Processing Using Wavelets 2000 VLDB 0.00023773968
995 Approximating Multi-Dimensional Aggregate Range Queries Over Real Attributes 2000 SIGMOD 0.00014745185
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