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Exploring efficient attribute prediction in hierarchical clusteringby: L. Talavera
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Abstract. This work explores the feasibility of constructing hierarchical clusterings minimizing the expected cost of exploiting these clusterings for a prediction task. Particularly, we focus on gaining efficiency by means of reducing the number of features used to describe each node in the hierarchy. To explore a number of different hierarchical clusterings we use the Isaac clustering system, which can select subsets of features at each node of the hierarchy and also, allows to bias the clustering...
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