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- W2118434861 abstract "We present a novel data mining approach based on decomposition. In order to analyze a given dataset, the method decomposes it to a hierarchy of smaller and less complex datasets that can be analyzed independently. The method is experimentally evaluated on a real-world housing loans allocation dataset, showing that the decomposition can (1) discover meaningful intermediate concepts, (2) decompose a relatively complex dataset to datasets that are easy to analyze and comprehend, and (3) derive a classifier of high classification accuracy. We also show that human interaction has a positive effect on both the comprehensibility and classification accuracy." @default.
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- W2118434861 date "1997-08-14" @default.
- W2118434861 modified "2023-09-29" @default.
- W2118434861 title "A dataset decomposition approach to data mining and machine discovery" @default.
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