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cs.DS2013★ 18 cited
Dimension Independent Matrix Square using MapReduce
Reza Bosagh Zadeh, Gunnar Carlsson
We compute the singular values of an sparse matrix in a distributed setting, without communication dependence on , which is useful for very large . In partic…
cs.DS2012
Characterizing Properties for Q-Clustering
Reza Bosagh Zadeh, Gunnar Carlsson
We uniquely characterize two members of the Q-Clustering family in an axiomatic framework. We introduce properties that use known tree constructions for the purpose of characteriza…
cs.DS2012★ 52 cited
Dimension Independent Similarity Computation
Reza Bosagh Zadeh, Ashish Goel
We present a suite of algorithms for Dimension Independent Similarity Computation (DISCO) to compute all pairwise similarities between very high dimensional sparse vectors. All of…