Keywords: imputation of missing values in r with knn
Googled out and briefly read about of using k nearest neigbors for filling missing values:
http://stats.stackexchange.com/questions/61110/knn-imputation-r-packages
http://finzi.psych.upenn.edu/library/clustergas/html/missvalue.knn.html
http://artax.karlin.mff.cuni.cz/r-help/library/scrime/html/knncatimputeLarge.html
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