Weekly Assignments on Clustering Methods and Related Tools.
Topics:
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K-Means
- K-Means++
- Trimmed K-Means
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Gap Statistic (Tibshirani et al. (2001))
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Dissimilarities
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Multidimensional Scaling (MDS)
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Clustering Similarity Measures
- Rand Index and Adjusted Rand Index
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Hierarchical Clustering
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PAM
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Average Silhouette Width
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Covariance Matrix Mixture Models
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Mixtures of Skew and Heavy-Tailed Distributions
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Latent Class Analysis