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R Data Analysis Cookbook - Second Edition by Kuntal Ganguly

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Clustering large application

Clustering large application (CLARAis a partitioning technique that is well suited for larger datasets (more than several thousand observations) to reduce computing time and memory problems. CLARA draws multiple samples of the dataset, applies PAM to each sample to find the medoids, and then returns its best clustering as the output.

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