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Clustering (from Google)

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Distributed Computing Seminar Lecture 4: Clustering – an Overview and Sample MapReduce Implementation Christophe Bisciglia, Aaron Kimball, & Sierra Michels-Slettvet Summer 2007 Except as otherwise noted, the content of this presentation is © 2007 Google Inc. and licensed under the Creative Commons Attribution 2.5 License.
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Clustering ,[object Object]
Google News ,[object Object],[object Object],[object Object]
Other less glamorous things... ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The Distance Measure ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],Types of Algorithms
Hierarchical Clustering ,[object Object]
Partitional Clustering ,[object Object]
Partitional Clustering ,[object Object]
K-Means Clustering ,[object Object],[object Object],[object Object],[object Object]
K-Means Clustering ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
But! ,[object Object],[object Object],[object Object]
Furthermore ,[object Object],[object Object],[object Object],[object Object],[object Object]
Canopy Clustering ,[object Object],[object Object],[object Object],[object Object]
Canopy Clustering ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
After the canopy clustering… ,[object Object],[object Object]
MapReduce Implementation: ,[object Object]
The Distance Metric ,[object Object],[object Object]
Steps! ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Massage ,[object Object]
Selecting Canopy Centers
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Assigning Points to Canopies
 
 
 
 
 
K-Means Map
 
 
 
 
 
 
 
Elbow Criterion ,[object Object],[object Object],[object Object],[object Object]
Conclusions ,[object Object],[object Object],[object Object],[object Object]

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Clustering (from Google)