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Talk given on September 2011 to the Bay Area R User Group. The talk walks a stochastic project SVD algorithm through the steps from initial implementation in R to a proposed implementation using mapreduce that integrates cleanly with R via NFS export of the distributed file system. Not surprisingly, this algorithm is essentially the same as the one used by Mahout.
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