Unsupervised Learning and Clustering Owen Roberts, Zach Busser, - - PowerPoint PPT Presentation

unsupervised learning and clustering
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Unsupervised Learning and Clustering Owen Roberts, Zach Busser, - - PowerPoint PPT Presentation

Unsupervised Learning and Clustering Owen Roberts, Zach Busser, Ganesh Sugunan Hierarchical Clustering Hierarchical Clustering Hierarchical Representations Hierarchical Algorithms Agglomeration "Nearest" Clusters Complexity


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Unsupervised Learning and Clustering

Owen Roberts, Zach Busser, Ganesh Sugunan

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Hierarchical Clustering

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Hierarchical Clustering

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Hierarchical Representations

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Hierarchical Algorithms

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Agglomeration

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"Nearest" Clusters

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Complexity

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Nearest-Neighbor/Single-Linkage

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Nearest-Neighbor/Single-Linkage

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Farthest-Neighbor/Complete-Linkage

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Farthest-Neighbor/Complete-Linkage

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Compromises and Criterion Functions

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Stepwise Optimal Clustering

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Criterion Functions

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Dissimilarity

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Generalized Distance Functions

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Ultrametric

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References

Duda, Richard, Hart, Peter, and Stork, David. Pattern

  • Classification. New York: John Wily & Sons, 2001.

Munkres, James. Topology. 2nd ed. Upper Saddle River, NJ: Prentice-Hall, 28 December 1999.