Generating actionable knowledge by expert-guided subgroup discovery (CROSBI ID 483453)
Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Gamberger, Dragan ; Lavrač, Nada
engleski
Generating actionable knowledge by expert-guided subgroup discovery
This paper discusses actionable knowledge generation. Actionable knowledge is explicit symbolic knowledge, typically presented in the form of rules, that allows the decision maker to recognize some important relations and to perform an action, such as targeting a direct marketing campaign, or planning a population screening campaign aimed at targeting individuals with high disease risk. The disadvantages of using standard classification rule learning for this task are discussed, and a subgroup discovery approach proposed. This approach uses a novel definition of rule quality which is extensively discussed.
actionable knowledge; subgroup discovery; rule quality
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Podaci o prilogu
163-174-x.
2002.
objavljeno
Podaci o matičnoj publikaciji
Elomaa, Tapio; Mannila, Heikki; Toivonen, Hannu
Berlin: Springer
Podaci o skupu
6th European Conference on Principles of Data Mining and Knowledge Discovery
predavanje
19.08.2002-23.08.2002
Helsinki, Finska