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README.md

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 # nri
 N-way random indexing
 
-Implementation of the N-way random indexing algorithm (described in manuscript to be published soon).
+Implementation of the N-way random indexing algorithm.
 
 This code requires mtrand.h implementing the Mersenne Twister algorithm for generating pseudorandom numbers.
 For further information and download see http://www.math.sci.hiroshima-u.ac.jp/~m-mat/MT/emt.html
 
 The Matlab_MEX.zip archive includes the first/original implementation of the N-way random indexing algorithm,
-which was used for the numerical experiments presented in the paper.
+which was used for the numerical experiments included in the manuscript and paper presenting this algorithm:
+Fredrik Sandin, Blerim Emruli, Magnus Sahlgren (2016), Random indexing of multi-dimensional data.
 
 The C++ implementation in randomindex.cc/h is a more recent and simplified implementation,
 which includes an efficient approximation of inner products described in the paper.