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• W1783652893 abstract "The so-called noise-component has been introduced by Banfield and Raftery (1993) to improve the robustness of cluster analysis based on the normal mixture model. The idea is to add a uniform distribution over the convex hull of the data as an additional mixture component. While this yields good results in many practical applications, there are some problems with the original proposal: 1) As shown by Hennig (2004), the method is not breakdown-robust. 2) The original approach doesn’t define a proper ML estimator, and doesn’t have satisfactory asymptotic properties." @default.
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• W1783652893 date "2008-01-01" @default.
• W1783652893 modified "2023-09-26" @default.
• W1783652893 title "The Noise Component in Model-based Cluster Analysis" @default.
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• W1783652893 doi "https://doi.org/10.1007/978-3-540-78246-9_16" @default.
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