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  ABSTRACT Closed Set Mining of Biological Data

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by John L. Pfaltz
http://www.cs.rpi.edu/~zaki/BIOKDD02/./08-pfaltz.pdf
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Abstract:

We present a closed set data mining paradigm which is particularly e ective for uncovering the kind of deterministic, causal dependencies that characterize much of basic science. While closed sets have been used before in frequent set data mining, we believe this is the rst algorithm to incrementally combine closed sets one at a time to actually mine associations.

Citations

426 Formal Concept Analysis: Mathematical Foundations – Ganter, Wille - 1999
120 Generating non-redundant association rules – Zaki - 2000
70 Tomasz Imielinski, and Arun Swami, Mining association rules between sets of items in large databases – Agrawal - 1993
49 An Incremental Concept Formation Approach for Learning from Databases – Godin, Missaoui - 1994
41 The Theory of Convex Geometries – Edelman, Jamison - 1985
30 Convexity in graphs and hypergraphs – Farber, Jamison - 1986
16 Data Mining for Association Rules and Sequential Patterns – Adamo - 2001
16 Finding all closed sets: A general approach – Ganter, Reuter - 1991
16 Closure Lattices – Pfaltz - 1996
11 A Use for Frequently Rediscovering a Concept – Monjardet - 1985
8 Matroids and Antimatroids --- A Survey – Dietrich - 1989
8 Mining Constrained Association Rules to Predict Heart Disease – Ordonez, Omiecinski, et al. - 2001
6 Closure Systems and their Structure – Pfaltz, Jamison - 2000
5 Data Mining in a Nutshell – Dzeroski - 2001
5 Generalized semi-Markov processes: Antimatroid structure and second-order properties – Glasserman, Yao - 1992
2 Linco . The Audubon Society Field Guide to North American Mushrooms – H - 1981
2 Rafik Taouil, and Lofti Lakhal. Discovering Frequent Closed Itemsets for Association Rules – Pasquier, Bastide - 1999
1 Medical surveillance, frequent sets and closure operations – Brossette, Sprague
1 Concept Lattices as a Scienti c Knowledge Discovery Technique – Pfaltz, Taylor - 2002
1 CHARM: An Efcient Algorithm for Closed Association Rule Mining – Zaki, Hsiao - 1999