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Clustering

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Datamining Tools

Introduction to Clustering: Part I

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Clustering Algorithms: An Introduction
Classification ,[object Object],[object Object]
Clustering ,[object Object],[object Object]
Clustering Methods ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Clusters: exclusive vs. overlapping a k j i h g f e d c b
Example of Outlier x x x x x x x x x x x x x x x x xx x x x x x x x x x x x x x x x x x x x x x x x Outlier
Methods of Clustering ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Hierarchical clustering ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Incremental clustering ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
And in the Non-Euclidean Case? ,[object Object],[object Object],[object Object],[object Object]
“ Closest” Point? ,[object Object],[object Object],[object Object],[object Object],[object Object]
k – Means Algorithm(s) ,[object Object],[object Object],[object Object],[object Object]
Populating Clusters ,[object Object],[object Object],[object Object],[object Object]
Simple Clustering: K-means ,[object Object],[object Object],[object Object],[object Object],[object Object]
K-means clustering summary ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
K-means variations ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],5 205 5
Examples of Clustering Applications ,[object Object],[object Object],[object Object],[object Object],[object Object]
Clustering Summary ,[object Object],[object Object],[object Object],[object Object],[object Object]
References ,[object Object],[object Object],[object Object]
Visit more self help tutorials ,[object Object],[object Object],[object Object]

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Clustering