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Canopy-EMMixture

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Saved by mike@mbowles.com
on July 5, 2013 at 3:43:15 pm
 

More about kMeans

 

kMeans discussion from Mahout website: https://cwiki.apache.org/confluence/display/MAHOUT/K-Means+Clustering

 

Outline of k-means algorithm and MR choices:kMeanAlgo-MRChoices.ppt

 

Canopy Clustering

Mahout intro to canopy clustering: https://cwiki.apache.org/confluence/display/MAHOUT/Canopy+Clustering

 

Outline of algorithm and MR for canopy clustering:  CanopyClustering.ppt

 

Slides from a Google Developer talk re canopy clustering:lec4-clustering.ppt

 

EM

 

Outline of algorithm and MR choices for EM (gaussian mixture): EMAlgo-MRChoices.ppt

Andrew Ng's notes on EM for gaussian mixture:  cs229-notes7b.pdf

Visualizations

     http://www.youtube.com/watch?v=v-pq8VCQk4M

     http://www.cs.cmu.edu/~alad/em/

     http://www.socr.ucla.edu/applets.dir/mixtureem.html

     http://www.juergenwiki.de/work/wiki/doku.php?id=public:gaussian_mixture_models_em_algorithm_-_demo

 

wikipedia page

     http://en.wikipedia.org/wiki/Mixture_model

 

 

 

Recorded Lectures:

 

Here are the lectures in streaming format.  Just click on the link. 

 

Part 1. https://datamining.webex.com/datamining/ldr.php?AT=pb&SP=MC&rID=119792492&rKey=e64e48d3dafe2c1a

 

Part 2. https://datamining.webex.com/datamining/ldr.php?AT=pb&SP=MC&rID=119792502&rKey=395212819699c5c2

 

Part 3. https://datamining.webex.com/datamining/ldr.php?AT=pb&SP=MC&rID=119792512&rKey=fddbbfe8ab360080

 

 

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