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Abstract: In this paper we present a method of data decomposition to avoid the necessity of reasoning on data with missing attribute values. This method can be applied to any algorithm of classifier induction. The original incomplete data is decomposed into data subsets without missing values. Next, methods for classifier induction are applied to these sets. Finally, a conflict resolving method is used to obtain final classification from partial classifiers. We provide an empirical evaluation of the... (Update)
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BibTeX entry: (Update)
R. Latkowski. On decomposition for incomplete data. Fundamenta Informaticae, 54(1):1--16, 2003. http://citeseer.ist.psu.edu/article/latkowski03decomposition.html More
@misc{ latkowski03decomposition,
author = "R. Latkowski",
title = "On decomposition for incomplete data",
journal = "Fundamenta Informaticae",
volume = "54",
number = "1",
pages = "1--16",
year = "2003",
url = "citeseer.ist.psu.edu/article/latkowski03decomposition.html" }
Citations (may not include all citations):509 A decision-theoretic generalization of on-line learning and .. - Freund, Schapire - 1995
206 Genetic Algorithms + Data Structures = Evolution Progams (context) - Michalewicz - 1996
82 The Discernibility Matrices and Functions in Information Sys.. (context) - Skowron, Rauszer - 1992
59 Unknown Attribute Values in Induction - Quinlan - 1989
43 Feature Selection for Classification - Dash, Liu - 1997
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28 Synthesis of Adaptive Decision Systems from Experimental Dat.. (context) - Skowron - 1995
16 Discovery of data patterns with applications to decompositio.. (context) - Nguyen, Skowron et al.
15 Discretization Methods in Data Mining (context) - Nguyen, Nguyen
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8 Properties of Incomplete Information Systems in the Framewor.. (context) - Kryszkiewicz
7 From Optimal Hyperplanes to Optimal Decision Trees - Nguyen, Nguyen - 1996
6 Lightweight Rule Induction - Weiss, Indurkhya - 2000
6 On rough set based approaches to induction of decision rules (context) - Stefanowski
6 A Comparison of Several Approaches to Missing Attribute Valu.. (context) - a-Busse, Hu - 2000
5 Regularity Analysis and its Application in Data Mining (context) - Nguyen - 1999
5 Rough Sets in Knowledge Discovery 2: Applications (context) - Polkowski, Skowron - 1998
4 A New Version of Rough Set Exploration System (context) - Bazan, Szczuka et al. - 2002
3 Incomplete Information Tables and Rough Classification (context) - Stefanowski, Tsoukis - 2001
2 Missing covariate values and classification trees (context) - Lim - 2000
2 Modified algorithms LEM1 and LEM2 for rule induction from da.. (context) - a-Busse, Wang - 1997
2 Rough Fuzzy Hybridization (context) - Komorowski, Pawlak et al. - 1999
1 Cluster-Based Algorithms for Dealing with Missing Values (context) - Fujikawa, Ho - 2002
1 Application of Data Decomposition to Incomplete Information .. - Latkowski - 2002
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Application of Data Decomposition to Incomplete Information.. - Latkowski (2002) (Correct)
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