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Abstract: Knowledge discovery in spatial databases raises challenging multirelational data mining problems. A promising solution approach comes from the field of inductive logic programming (ILP). In this paper, an ILP method for spatial association rule mining is presented. It benefits from the available prior knowledge on the spatial domain, systematically explores the hierarchical structure of geographic layers, and deals with numerical aspatial properties of spatial objects. The method has been ... (Update)
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BibTeX entry: (Update)
D. Malerba and F.A. Lisi, An ILP method for spatial association rule mining, Working notes of the First Workshop on Multi-Relational Data Mining, Freiburg, Germany, 2001, 18--29. http://citeseer.ist.psu.edu/malerba01ilp.html More
@misc{ malerba01ilp,
author = "D. Malerba and F. Lisi",
title = "An ILP method for spatial association rule mining",
text = "D. Malerba and F.A. Lisi, An ILP method for spatial association rule mining,
Working notes of the First Workshop on Multi-Relational Data Mining, Freiburg,
Germany, 2001, 18--29.",
year = "2001",
url = "citeseer.ist.psu.edu/malerba01ilp.html" }
Citations (may not include all citations):910 Fast Algorithms for Mining Association Rules - Agrawal, Srikant - 1994
267 A note on inductive generalization (context) - Plotkin - 1970
100 Levelwise search and borders of theories in knowledge discov.. - Mannila, Toivonen - 1997
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43 Mining Association Rules in Multiple Relations - Dehaspe, De Raedt - 1997
38 Data Mining and Knowledge Discovery (context) - Dehaspe, Toivonen - 1999
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13 Learning recursive theories with ATRE (context) - Malerba, Esposito et al. - 1998
12 Geographic Data Handling in a Deductive Object-Oriented Data.. - Abdelmoty, Paton et al. - 1994
12 Spatial and Spatio-Temporal Data Mining Research (context) - Roddick, Hornsby et al.
3 From Extensional to Intensional Knowledge: Inductive Logic P.. - Flach - 1998
3 Machine Learning (context) - De Raedt, Dehaspe - 1997
2 A Declarative Language Bias for Levelwise Search of First-or.. - Weber - 1999
2 Discovering geographic knowledge: The INGENS system (context) - Malerba, Esposito et al.
2 Knowledge Discovery in Spatial Data by means of ILP (context) - Popelinsky - 1998
1 Discovering Associations between Spatial Objects: An ILP App.. (context) - Malerba, Lisi - 2001
1 Challenges for Inductive Learning Approaches in Knowledge Di.. (context) - Klsgen - 2000
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