Author: apalumbo
Date: Sat Mar 28 00:25:39 2015
New Revision: 1669720

URL: http://svn.apache.org/r1669720
Log:
added a reference to Halko dissertation

Modified:
    mahout/site/mahout_cms/trunk/content/users/algorithms/d-ssvd.mdtext

Modified: mahout/site/mahout_cms/trunk/content/users/algorithms/d-ssvd.mdtext
URL: 
http://svn.apache.org/viewvc/mahout/site/mahout_cms/trunk/content/users/algorithms/d-ssvd.mdtext?rev=1669720&r1=1669719&r2=1669720&view=diff
==============================================================================
--- mahout/site/mahout_cms/trunk/content/users/algorithms/d-ssvd.mdtext 
(original)
+++ mahout/site/mahout_cms/trunk/content/users/algorithms/d-ssvd.mdtext Sat Mar 
28 00:25:39 2015
@@ -3,7 +3,7 @@
 
 ## Intro
 
-Mahout has a distributed implementation of Stochastic Singular Value 
Decomposition [1].
+Mahout has a distributed implementation of Stochastic Singular Value 
Decomposition [1] using the parallelization strategy comprehensively defined in 
Nathan Halko's dissertation ["Randomized methods for computing low-rank 
approximations of 
matrices"](http://amath.colorado.edu/faculty/martinss/Pubs/2012_halko_dissertation.pdf)
 [2].
 
 ## Modified SSVD Algorithm
 
@@ -125,11 +125,12 @@ The scala `dssvd(...)` method can easily
 
 [1]: [Mahout Scala and Mahout Spark Bindings for Linear Algebra 
Subroutines](http://mahout.apache.org/users/sparkbindings/ScalaSparkBindings.pdf)
 
+[2]: [Randomized methods for computing low-rank
+approximations of 
matrices](http://amath.colorado.edu/faculty/martinss/Pubs/2012_halko_dissertation.pdf)
+
 [2]: [Halko, Martinsson, Tropp](http://arxiv.org/abs/0909.4061)
 
 [3]: [Mahout Spark and Scala 
Bindings](http://mahout.apache.org/users/sparkbindings/home.html)
 
-[4]: [Randomized methods for computing low-rank
-approximations of 
matrices](http://amath.colorado.edu/faculty/martinss/Pubs/2012_halko_dissertation.pdf)
 
 


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