Extracting complete and consistent knowledge patterns from data


Wets, G., Vanthienen, J., Mues, C. and Timmermans, H. (1998) Extracting complete and consistent knowledge patterns from data. In, Annual European Workshop on Validation & Verification of Knowledge-Based Systems, in conjunction with the 6th International Conference on Principles of Knowledge Representation and Reasoning (KR'98), Trento, Italy, 02 - 05 Jun 1998.

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Description/Abstract

In this paper, it is shown how extracted patterns from data can be verified using decision tables (DTs). It is demonstrated how a complete and consistent decision table can be automatically modelled even if the extracted patterns contain anomalies. The proposed method is empirically validated on several benchmarking datasets. In addition to modelling a DT that is free of anomalies, it is shown that the DTs are sufficiently small such that the DTs can be consulted easily

Item Type: Conference or Workshop Item (Paper)
Related URLs:
Subjects: Z Bibliography. Library Science. Information Resources > Z665 Library Science. Information Science
H Social Sciences > HD Industries. Land use. Labor > HD28 Management. Industrial Management
Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Divisions: University Structure - Pre August 2011 > School of Management
ePrint ID: 36406
Date Deposited: 25 Apr 2007
Last Modified: 27 Mar 2014 18:23
URI: http://eprints.soton.ac.uk/id/eprint/36406

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