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• W2003094092 abstract "Hierarchical clustering algorithms provide a set of nested partitions called a cluster hierarchy. Since the hierarchy is usually too complex it is reduced to a single partition by using cluster validity indices. We show that the classical method is often not useful and we propose SEP, a new method that efficiently searches in an extended partition set. Furthermore, we propose a new cluster validity index, COP, since many of the commonly used indices cannot be used with SEP. Experiments performed with 80 synthetic and 7 real datasets confirm that SEP/COP is superior to the method currently used and furthermore, it is less sensitive to noise." @default.
• W2003094092 created "2016-06-24" @default.
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• W2003094092 date "2010-10-01" @default.
• W2003094092 modified "2023-10-16" @default.
• W2003094092 title "SEP/COP: An efficient method to find the best partition in hierarchical clustering based on a new cluster validity index" @default.
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• W2003094092 doi "https://doi.org/10.1016/j.patcog.2010.04.021" @default.
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