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Abstract: v
Abstract
In Constraint-Based Data Mining, the task is to nd all patterns from a formal
language that satisfy a specied constraint w.r.t. a given database. This thesis
gives two novel algorithms that calculate this solution space. The rst of these
methods is completely randomized and applicable to any pattern language with
a partial order. It constructs the borders of the version space from within, i.e.
by allowing an arbitrary sequence of pattern evaluations. The second algorithm
is... (Update)
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BibTeX entry: (Update)
@misc{ fischer-version,
author = "Johannes Fischer",
title = "Version Spaces in Constraint-Based Data Mining",
url = "citeseer.ist.psu.edu/fischer03version.html" }
Citations (may not include all citations):
976
Machine Learning (context) - Mitchell - 1997
951
Computational Complexity (context) - Papadimitriou - 1994
921
Mining association rules between sets of items in large data..
- Agrawal, Imielinski et al. - 1993
910
Fast algorithms for mining association rules
- Agrawal, Srikant - 1994
837
Cambridge University Press (context) - Motwani, Raghavan - 1995
335
Applications of random sampling in computational geometry
- Clarkson, Shor - 1989
274
Generalization as search (context) - Mitchell - 1982
250
volume 3 of The Art of Computer Programming (context) - Knuth, Searching - 1998
249
Mining frequent patterns without candidate generation
- Han, Pei et al. - 2000
186
Computational Geometry: An Introduction through Randomized A.. (context) - Mulmuley - 1994
158
Linear pattern matching algorithms (context) - Weiner - 1973
100
Levelwise search and borders of theories in knowledge discov..
- Mannila, Toivonen - 1997
88
A database perspective on knowledge discovery
- Imielinski, Mannila - 1996
73
A space-economical sux tree construction algorithm (context) - McCreight - 1976
72
On generating all maximal independent sets (context) - Johnson, Yannakakis et al. - 1988
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Documents on the same site (http://cgi.bio.ifi.lmu.de/~fischer/):
Towards Optimizing Conjunctive Inductive Queries - Fischer, De Raedt
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