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Auto-BI: Automatically Build BI-Models Leveraging Local Join Prediction and Global Schema Graph
Summary: Auto-BI predicts BI models from input tables via k-Min-Cost-Arborescence (k‑MCA), merging local join prediction with a global schema-graph arborescence. k‑MCA proved intractable/inapproximable; authors provide practical optimal solvers (sub-second, ~100 tables) and validate on 100K real BI models + TPC benchmarks with >0.9 F1.
(summarized by gpt-5-mini on Feb 09 2026)
- Paper ID
- 13105
- Venue
- VLDB
- Year
- 2023
- Pagerank
- 4.3300131e-05
- Overall Rank
- 9,491 | 34.04%
- DOI
-
10.14778/3603581.3603596
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 13 of 13 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 42 |
A Comparison of Approaches to Large-Scale Data Analysis |
2009 |
SIGMOD |
0.00073570328 |
| 99 |
XMark: A Benchmark for XML Data Management |
2002 |
VLDB |
0.00050043993 |
| 105 |
Inclusion dependencies and their interaction with functional dependencies (Extended abstract) |
1982 |
PODS |
0.00049082041 |
| 1,506 |
Summarizing Relational Databases |
2009 |
VLDB |
0.0001159691 |
| 1,661 |
On Multi-Column Foreign Key Discovery |
2010 |
VLDB |
0.00010967185 |
| 2,413 |
VizQL: A Language for Query, Analysis and Visualization |
2006 |
SIGMOD |
8.8591003e-05 |
| 3,254 |
Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks |
2020 |
SIGMOD |
7.3172324e-05 |
| 3,329 |
Multi-column Substring Matching for Database Schema Translation |
2006 |
VLDB |
7.2120421e-05 |
| 3,738 |
Auto-Join: Joining Tables by Leveraging Transformations |
2017 |
VLDB |
6.8006812e-05 |
| 4,786 |
Divide & Conquer-based Inclusion Dependency Discovery |
2015 |
VLDB |
5.9185547e-05 |
| 4,849 |
SEMA-JOIN: Joining Semantically-Related Tables Using Big Table Corpora |
2015 |
VLDB |
5.872093e-05 |
| 5,388 |
Auto-FuzzyJoin: Auto-Program Fuzzy Similarity Joins Without Labeled Examples |
2021 |
SIGMOD |
5.5342724e-05 |
| 5,495 |
Fast Foreign-Key Detection in Microsoft SQL Server PowerPivot for Excel |
2014 |
VLDB |
5.4770205e-05 |
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