Mining Multi-Dimensional Constrained Gradients in Data Cubes
Summary: Mining constrained gradient pairs (gradient-probe) in data cubes under roll-up, drill-down, and 1D mutations to reveal large measure changes. A single-pass, constraint-driven algorithm uses bi-directional pruning and a hyper-tree with H-cubing compression to maximize sharing and scalability. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Guozhu Dong
- 2. Jiawei Han
- 3. Joyce Lam
- 4. Jian Pei
- 5. Ke Wang
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,448 | Multi-Dimensional Regression Analysis of Time-Series Data Streams | 2002 | VLDB | 8.8032353e-05 |
| 6,330 | Efficient Construction of Approximate Ad-Hoc ML models Through Materialization and Reuse | 2018 | VLDB | 5.1077416e-05 |
| 6,641 | Prediction Cubes | 2005 | VLDB | 4.97969e-05 |
| 13,762 | CubeExplorer: Online Exploration of Data Cubes | 2002 | SIGMOD | - |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 247 | On the Computation of Multidimensional Aggregates | 1996 | VLDB | 0.00030927763 |
| 472 | Bottom-Up Computation of Sparse and Iceberg CUBEs | 1999 | SIGMOD | 0.00022346384 |
| 597 | Computing Iceberg Queries Efficiently | 1998 | VLDB | 0.00019475592 |
| 1,626 | Exploratory Mining and Pruning Optimizations of Constrained Association Rules | 1998 | SIGMOD | 0.00011094469 |
| 1,955 | Efficient Computation of Iceberg Cubes with Complex Measures | 2001 | SIGMOD | 9.9629452e-05 |
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| 247 | On the Computation of Multidimensional Aggregates | 1996 | VLDB | 0.00030927763 |
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