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- W2102111698 abstract "High dimensional data pose challenges to traditional clustering algorithms due to their inherent sparseness and data tend to cluster in different and possibly overlapping subspaces of the entire feature space. Finding such subspaces is called subspace mining. We present SCHISM, a new algorithm for mining interesting subspaces, using the notions of support and Chernoff-Hoeffding bounds. We use a vertical representation of the dataset, and use a depth first search with backtracking to find maximal interesting subspaces. We test our algorithm on a number of high dimensional synthetic and real datasets to test its effectiveness." @default.
- W2102111698 created "2016-06-24" @default.
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- W2102111698 date "2005-01-01" @default.
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- W2102111698 title "SCHISM: a new approach to interesting subspace mining" @default.
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- W2102111698 doi "https://doi.org/10.1504/ijbidm.2005.008360" @default.
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