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cs.DS2011★ 3 cited
Generic Multiplicative Methods for Implementing Machine Learning Algorithms on MapReduce
Song Liu, Peter Flach, Nello Cristianini
In this paper we introduce a generic model for multiplicative algorithms which is suitable for the MapReduce parallel programming paradigm. We implement three typical machine learn…
cs.DS2010
Reconstruction of Causal Networks by Set Covering
Nick Fyson, Tijl De Bie, Nello Cristianini
We present a method for the reconstruction of networks, based on the order of nodes visited by a stochastic branching process. Our algorithm reconstructs a network of minimal size…