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
1998
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.
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Conference or Workshop Item
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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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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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Local EPrints ID: 36406
URI: http://eprints.soton.ac.uk/id/eprint/36406
PURE UUID: 2d9a2903-c942-4111-83e9-b856b6df39ef
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Date deposited: 25 Apr 2007
Last modified: 08 Apr 2022 01:38
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Contributors
Author:
G. Wets
Author:
J. Vanthienen
Author:
H. Timmermans
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