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Year: 2005

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Type: Proceedings

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Title: Constrained clustering of gene expression profiles

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Author: Slavkov, Ivica
Author: Dzeroski, Sasho
Author: Struyf, Jan
Author: Loshkovska, Suzana

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Abstract: In this paper a querying environment for analysis of patient clinical data is presented. The data consists of two parts: patients’ pathological data and data about corresponding gene expression levels. The querying environment includes a generic algorithm for constructing decision trees, as well as algorithms for discretizing gene expression levels and for searching frequent patterns (itemsets). The algorithms are accessed by means of a query language. The language can be used to simulate various data mining algorithms, such as the one developed by Morishita et al. for Itemset Constrained Clustering.

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Publisher:

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Relation: Proceedings of the Conference on Data Mining and Data Warehouses at the Seventh International Multi-Conference on Information Society

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Identifier: oai:repository.ukim.mk:20.500.12188/24260
Identifier: http://hdl.handle.net/20.500.12188/24260

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