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CLARA (Clustering Large Applications) (1990)
- CLARA (Kaufmann and Rousseeuw in 1990)
- Built in statistical analysis packages, such as SPlus
- It draws multiple samples of the data set, applies PAM on each sample, and gives the best clustering as the output
- Strength: deals with larger data sets than PAM
- Weakness:
- Efficiency depends on the sample size
- A good clustering based on samples will not necessarily represent a good clustering of the whole data set if the sample is biased
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