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Extracting complete and consistent knowledge patterns from data

Extracting complete and consistent knowledge patterns from data
Extracting complete and consistent knowledge patterns from data
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
Wets, G.
3f33a83b-e762-4c1a-b25e-0accabe08780
Vanthienen, J.
808131f1-b77b-4dee-bdda-90a94124c999
Mues, C.
07438e46-bad6-48ba-8f56-f945bc2ff934
Timmermans, H.
6b0a4987-21ab-4384-8021-b7f57d2c2774
Wets, G.
3f33a83b-e762-4c1a-b25e-0accabe08780
Vanthienen, J.
808131f1-b77b-4dee-bdda-90a94124c999
Mues, C.
07438e46-bad6-48ba-8f56-f945bc2ff934
Timmermans, H.
6b0a4987-21ab-4384-8021-b7f57d2c2774

Wets, G., Vanthienen, J., Mues, C. and Timmermans, H. (1998) Extracting complete and consistent knowledge patterns from data. 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. 01 - 04 Jun 1998.

Record type: Conference or Workshop Item (Paper)

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

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More information

Published date: 1998
Venue - Dates: 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, 1998-06-01 - 1998-06-04
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Identifiers

Local EPrints ID: 36406
URI: http://eprints.soton.ac.uk/id/eprint/36406
PURE UUID: 2d9a2903-c942-4111-83e9-b856b6df39ef
ORCID for C. Mues: ORCID iD orcid.org/0000-0002-6289-5490

Catalogue record

Date deposited: 25 Apr 2007
Last modified: 08 Apr 2022 01:38

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Contributors

Author: G. Wets
Author: J. Vanthienen
Author: C. Mues ORCID iD
Author: H. Timmermans

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