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Abstract: 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, 8] a hypothesis is a conjunction of attribute-value pairs, which is shown to have limited expressive power [9]. In a more expressive hypothesis space, e.g., disjunction of conjunction of attribute-value pairs, a general version space becomes uninteresting unless some restriction (inductive bias) is imposed [9]. In... (Update)
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0.7: Rough Set Data Analysis - Düntsch (2000) (Correct)
0.6: Lattice Machine: Version Space in Hyperrelations.. - Wang, Düntsch.. (2002) (Correct)
0.6: A Density Based Approach to Classification - Wang, Bell, Düntsch (2003) (Correct)
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BibTeX entry: (Update)
@misc{ wang-hyperrelations,
author = "Hui Wang and Ivo Düntsch and et al.",
title = "Hyperrelations in Version Space",
url = "citeseer.ist.psu.edu/wang04hyperrelations.html" }
Citations (may not include all citations):274 Generalization as search (context) - Mitchell - 1982
149 Quantifying inductive bias: Ai learning algorithms and valia.. (context) - Haussler - 1988
68 Version spaces: An approach to concept learning (context) - Mitchell - 1979
49 Version spaces: A candidate elimination approach to rule lea.. (context) - Mitchell - 1977
37 The McGraw-Hill Companies (context) - Mitchell - 1997
18 Generalizing version spaces (context) - Hirsh - 1994
15 Delaying the choice of bias: A disjunctive version space app.. - Sebag - 1996
12 Statistical evaluation of rough set dependency analysis (context) - Dntsch, Gediga - 1997
9 Classificatory filtering in decision systems (context) - Wang, Dntsch et al. - 2000
8 Extracting laws from decision tables - a rough set approach (context) - Skowron - 1995
6 Data reduction based on hyper relations (context) - Wang, Dntsch et al. - 1998
5 Simple data filtering in rough set systems (context) - Dntsch, Gediga - 1998
5 Pattern extraction from data - Nguyen, Nguyen - 1998
4 General Lattice Theory (context) - Grtzer - 1978
3 A lattice machine approach to automated casebase design: Mar.. (context) - Wang, Dubitzky et al. - 1999
3 Boolean reasoning for feature extraction problems - Nguyen, Skowron - 1997
3 Discovery of data patterns with applications to decompositio.. (context) - Nguyen, Skowron et al. - 1998
1 From optimal hyperplanes to otimal decision trees (context) - Nguyen - 1998
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