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» Hyperrelations in version space
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89
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SAC
2002
ACM
15 years 20 days ago
Hyperrelations in version space
A version space is a set of all hypotheses consistent with a given set of training examples, delimited by the specific boundary and the general boundary. In existing studies [5, 6...
Hui Wang, Ivo Düntsch, Günther Gediga, A...
109
Voted
KDID
2003
119views Database» more  KDID 2003»
15 years 2 months ago
Generalized Version Space Trees
We introduce generalized version space trees, a novel data structure that serves as a condensed representation in inductive databases for graph mining. Generalized version space tr...
Ulrich Rückert, Stefan Kramer
98
Voted
RSFDGRC
1999
Springer
135views Data Mining» more  RSFDGRC 1999»
15 years 5 months ago
The Iterated Version Space Learning
Inspired with Version Space learning, the Iterated Version Space Algorithm (IVSA) has been designed and implemented to learn disjunctive concepts. IVSA dynamically partitions its s...
Jianna Jian Zhang, Nick Cercone
93
Voted
AI
2004
Springer
15 years 28 days ago
Version spaces and the consistency problem
A version space is a collection of concepts consistent with a given set of positive and negative examples. Mitchell [Mit82] proposed representing a version space by its boundary s...
Haym Hirsh, Nina Mishra, Leonard Pitt
ICML
2000
IEEE
16 years 1 months ago
Version Space Algebra and its Application to Programming by Demonstration
Machine learning research has been very successful at producing powerful, broadlyapplicable classification learners. However, many practical learning problems do not fit the class...
Tessa A. Lau, Pedro Domingos, Daniel S. Weld