Relevancy in Constraint-Based Subgroup Discovery (CROSBI ID 32720)
Prilog u knjizi | izvorni znanstveni rad
Podaci o odgovornosti
Lavrač, Nada ; Gamberger, Dragan
engleski
Relevancy in Constraint-Based Subgroup Discovery
This chapter investigates subgroup discovery as a task of constraint-based mining of local patterns, aimed at describing groups of individuals with unusual distributional characteristics with respect to the property of interest. The chapter provides a novel interpretation of relevancy constraints and their use for feature filtering, introduces relevancy-based mechanisms for handling unknown values in the examples, and discusses the concept of relevancy as an approach to avoiding overfitting in subgroup discovery. The proposed approach to constraint-based subgroup mining, using the SD algorithm, was successfully applied to gene expression data analysis in functional genomics.
Constraint-based mining, Subgroup discovery, Relevancy constraints
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Podaci o prilogu
243-266-x.
objavljeno
Podaci o knjizi
Boulicaut, Jean-Francois ; De Raedt, Luc ; Mannila, Heikki
Berlin: Springer
2005.
3-540-31331-1