Prediction Cubes

Summary: Prediction cubes extend OLAP by storing a trained predictive model in each cell, rather than a numeric aggregate. Efficient computation via model decomposition enables roll-up/drill-down to compare predictive behavior across data granularity. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: hdadf038fd3963044
Venue: VLDB
Year: 2005
Pagerank: 5.7519742e-05
Overall Rank: 6,543 | 56.01%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Bee-Chung Chen (University of Wisconsin)
2. Lei Chen (University of Wisconsin)
3. Yi Lin (University of Wisconsin)
4. Raghu Ramakrishnan (University of Wisconsin)

BibTeX Citation

@article{chen_vldb05,
        title = {{Prediction Cubes}},
        author = {Chen, Bee-Chung and Chen, Lei and Lin, Yi and Ramakrishnan, Raghu},
        journal = {PVLDB},
        series = {{VLDB} '05},
        pages = {982--993},
        year = {2005}
}

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,648	Answering Top-k Queries with Multi-Dimensional Selections: The Ranking Cube Approach	2006	VLDB	6.4867043e-05
5,783	Sampling Cube: A Framework for Statistical OLAP Over Sampling Data	2008	SIGMOD	5.9963988e-05
6,143	Efficient Construction of Approximate Ad-Hoc ML models Through Materialization and Reuse	2018	VLDB	5.8721471e-05
7,028	Explaining Inference Queries with Bayesian Optimization	2021	VLDB	5.6177289e-05
8,750	Bellwether Analysis: Predicting Global Aggregates from Local Regions	2006	VLDB	5.2851374e-05
12,661	Latent OLAP: Data Cubes over Latent Variables	2011	SIGMOD	4.9793485e-05

Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
11	Implementing Data Cubes Efficiently	1996	SIGMOD	0.00071084324
6,076	Mining Multi-Dimensional Constrained Gradients in Data Cubes	2001	VLDB	5.8940835e-05

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3	984	User-adaptive exploration of multidimensional data	2000	VLDB
4	4,032	Hierarchical Cubes for Range-Sum Queries	1999	VLDB
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6	3,222	Graph Cube: On Warehousing and OLAP Multidimensional Networks	2011	SIGMOD
7	214	On the Computation of Multidimensional Aggregates	1996	VLDB
8	12,661	Latent OLAP: Data Cubes over Latent Variables	2011	SIGMOD
9	11,917	High-dimensional Data Cubes	2022	VLDB
10	14,274	CubeExplorer: Online Exploration of Data Cubes	2002	SIGMOD