Analyzing Quantitative Databases: Image is Everything

Summary: Uses visualization and image-processing techniques over histograms to rank quantitative field subsets by relational structure, surfacing hypotheses for statistical testing. Scalable, sampling-friendly, multivariate, and comparable across datasets, unlike binary-association methods. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: 8924
Venue: VLDB
Year: 2001
Pagerank: 5.2567112e-05
Overall Rank: 9,515 | 34.72%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Amihoud Amir (Bar-Ilan University; Georgia Institute of Technology)
2. Reuven Kashi (Bar-Ilan University)
3. Nathan S. Netanyahu (Bar-Ilan University; University of Maryland)

BibTeX Citation

@article{amir_vldb01,
        title = {{Analyzing Quantitative Databases: Image is Everything}},
        author = {Amir, Amihoud and Kashi, Reuven and Netanyahu, Nathan S.},
        journal = {PVLDB},
        series = {{VLDB} '01},
        year = {2001}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
5,500	Combi-Operator – Database Support for Data Mining Applications	2003	VLDB	6.1968585e-05

Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
13	Mining Association Rules between Sets of Items in Large Databases	1993	SIGMOD	0.0006567919
35	Improved Histograms for Selectivity Estimation of Range Predicates	1996	SIGMOD	0.00048481081
460	Mining Generalized Association Rules	1995	VLDB	0.00018071773
606	Mining Quantitative Association Rules in Large Relational Tables	1996	SIGMOD	0.00015804851
711	Beyond Market Baskets: Generalizing Association Rules to Correlations	1997	SIGMOD	0.00014713746
1,626	Scalable Techniques for Mining Causal Structures	1998	VLDB	0.00010190299
4,565	Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization	1996	SIGMOD	6.6278063e-05
4,766	Mining Optimized Association Rules for Numeric Attributes	1996	PODS	6.5181854e-05
6,689	Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining	1998	VLDB	5.8014872e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	5,177	Databases and Visualization	1996	SIGMOD
2	3,456	Automatic Discovery of Attributes in Relational Databases	2011	SIGMOD
3	1,183	An Analytic Approach to Statistical Databases	1983	VLDB
4	1,844	Probabilistic Ranking of Database Query Results	2004	VLDB
5	3,584	Extreme Visualization: Squeezing a Billion Records into a Million Pixels	2008	SIGMOD
6	2,211	Relational link-based ranking	2004	VLDB
7	5,034	Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases	1998	VLDB
8	4,565	Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization	1996	SIGMOD
9	4,766	Mining Optimized Association Rules for Numeric Attributes	1996	PODS
10	606	Mining Quantitative Association Rules in Large Relational Tables	1996	SIGMOD