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Showing 2012 · cs.LGShow all
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cs.LG2012★ 1 cited
Random Projections for Linear Support Vector Machines
Saurabh Paul, Christos Boutsidis, Malik Magdon-Ismail +1
Let X be a data matrix of rank ρ, whose rows represent n points in d-dimensional space. The linear support vector machine constructs a hyperplane separator that maximizes the 1-nor…
cs.LG2012★ 1 cited
Near-Optimal Target Learning With Stochastic Binary Signals
Mithun Chakraborty, Sanmay Das, Malik Magdon-Ismail
We study learning in a noisy bisection model: specifically, Bayesian algorithms to learn a target value V given access only to noisy realizations of whether V is less than or great…