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Implementing Data Cubes Efficiently

Summary: Uses a view-dependency lattice to decide which data-cube cells to materialize when full materialization is infeasible; greedy algorithms yield constant-factor near-optimality. Hypercube-lattice focus, detailing space–time tradeoffs and practical materialization strategies for fast aggregates. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
2884
Venue
SIGMOD
Year
1996
Pagerank
0.0011708144
Overall Rank
11 | 99.93%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 125 citing papers.

Rank Citing Paper Year Venue Pagerank
121 Improved Query Performance with Variant Indexes 1997 SIGMOD 0.00045447517
158 Automated Selection of Materialized Views and Indexes for SQL Databases 2000 VLDB 0.00040071492
237 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00031726304
247 On the Computation of Multidimensional Aggregates 1996 VLDB 0.00030927763
273 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00029390945
368 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.000254931
455 Incognito: Efficient Full-Domain K-Anonymity 2005 SIGMOD 0.00022717354
460 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.00022516069
472 Bottom-Up Computation of Sparse and Iceberg CUBEs 1999 SIGMOD 0.00022346384
516 AutoAdmin "What-if" Index Analysis Utility 1998 SIGMOD 0.00021196031
523 Recovering Information from Summary Data 1997 VLDB 0.00021089782
544 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00020521965
593 Storage Estimation for Multidimensional Aggregates in the Presence of Hierarchies 1996 VLDB 0.00019536993
681 Materialized View Selection in a Multidimensional Database 1997 VLDB 0.00018203591
829 Simultaneous Optimization and Evaluation of Multiple Dimensional Queries 1998 SIGMOD 0.0001618536
962 Maintenance of Data Cubes and Summary Tables in a Warehouse 1997 SIGMOD 0.00014986226
981 DynaMat: A Dynamic View Management System for Data Warehouses 1999 SIGMOD 0.00014879532
1,021 Materialized View Selection for Multidimensional Datasets* 1998 VLDB 0.00014619259
1,059 Answering Complex SQL Queries Using Automatic Summary Tables 2000 SIGMOD 0.00014382575
1,112 Materialized View Selection and Maintenance Using Multi-Query Optimization 2001 SIGMOD 0.00013917776
1,155 A Scalable Algorithm for Answering Queries Using Views 2000 VLDB 0.00013616518
1,191 Fast Computation of Sparse Datacubes 1997 VLDB 0.00013434201
1,260 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00012993347
1,304 Synchronizing a database to Improve Freshness 2000 SIGMOD 0.00012691283
1,353 Data Warehouse Configuration 1997 VLDB 0.00012410919
1,359 Range Queries in OLAP Data Cubes 1997 SIGMOD 0.0001238588
1,429 A Scalable, Predictable Join Operator for Highly Concurrent Data Warehouses 2009 VLDB 0.00012033518
1,461 Hypothetical Queries in an OLAP Environment 2000 VLDB 0.0001188499
1,477 Fine-grained Partitioning for Aggressive Data Skipping 2014 SIGMOD 0.00011770865
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011287495
1,744 On-Line Warehouse View Maintenance 1997 SIGMOD 0.00010702657
1,788 On-the-Fly Sharing for Streamed Aggregation 2006 SIGMOD 0.00010555742
1,814 Mesa: Geo-Replicated, Near Real-Time, Scalable Data Warehousing 2014 VLDB 0.00010458107
1,887 Caching Multidimensional Queries Using Chunks 1998 SIGMOD 0.00010204659
1,911 Algorithms for Materialized View Design in Data Warehousing Environment 1997 VLDB 0.00010120234
1,922 Selecting Subexpressions to Materialize at Datacenter Scale 2018 VLDB 0.00010082599
2,048 Graph Cube: On Warehousing and OLAP Multidimensional Networks 2011 SIGMOD 9.6914395e-05
2,190 Star-Cubing: Computing Iceberg Cubes by Top-Down and Bottom-Up Integration 2003 VLDB 9.3317645e-05
2,284 Cost-Based Optimization of Decision Support Queries using Transient-Views 1998 SIGMOD 9.1053836e-05
2,295 OLAP and Statistical Databases: Similarities and Differences 1997 PODS 9.0782994e-05
2,448 Multi-Dimensional Regression Analysis of Time-Series Data Streams 2002 VLDB 8.8032353e-05
2,475 Querying Aggregate Data 1999 PODS 8.7017602e-05
2,645 WATCHMAN: A Data Warehouse Intelligent Cache Manager 1996 VLDB 8.3829312e-05
2,662 Dwarf: Shrinking the PetaCube 2002 SIGMOD 8.3532302e-05
2,953 Moment-Based Quantile Sketches for Efficient High Cardinality Aggregation Queries 2018 VLDB 7.8267643e-05
3,021 Adaptive and Big Data Scale Parallel Execution in Oracle 2013 VLDB 7.6991391e-05
3,030 DADA: A Data Cube for Dominant Relationship Analysis 2006 SIGMOD 7.6794959e-05
3,074 On the Complexity of the View-Selection Problem 1999 PODS 7.6110034e-05
3,096 On Efficiently Implementing SchemaSQL on a SQL Database System 1999 VLDB 7.5678495e-05
3,147 Searchlight: Enabling Integrated Search and Exploration over Large Multidimensional Data 2015 VLDB 7.4771804e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 3 of 3 cited papers.

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

Rank Cited Paper Year Venue Pagerank
51 Including Group-By in Query Optimization 1994 VLDB 0.00067123727
59 Sampling-Based Estimation of the Number of Distinct Values of an Attribute 1995 VLDB 0.00064501896
218 Aggregate-Query Processing in Data Warehousing Environments 1995 VLDB 0.00033503922
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