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We address the issue of using mini-batches in stochastic optimization of SVMs.
Solving large scale linear prediction using stochastic gradient descent algorithms
Zhang, T · 2004
Earlier work this paper cites.
A dual coordinate descent method for large-scale linear svm
Hsieh, C-J., Chang, K-W., Lin, C-J., Keerthi, S.S., and Sundarajan, S · 2008
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Distributed delayed stochastic optimization
Agarwal, A. and Duchi, J · 2011
Earlier work this paper cites.
Parallel coordinate descent for l1-regularized loss minimization
Bradley, J.K., Kyrola, A., Bickson, D., and Guestrin, C · 2011
Earlier work this paper cites.
Better mini-batch algorithms via accelerated gradient methods
Cotter, A., Shamir, O., Srebro, N., and Sridharan, K · 2011
Earlier work this paper cites.
Hsu, D., Karampatziakis, N., Langford, J., and Smola, A · 2011
Cited alongside, same era.
Hogwild: A lock-free approach to parallelizing stochastic gradient descent
Niu, F., Recht, B., Re, C., and Wright, S · 2011
Cited alongside, same era.
Stochastic Methods for l1-regularized Loss Minimization
Shalev-Shwartz, S. and Tewari, A · 2011
Cited alongside, same era.
Pegasos: Primal estimated sub-gradient solver for svm
Shalev-Shwartz, S., Singer, Y., Srebro, N., and Cotter, A · 2011
Cited alongside, same era.
Optimal distributed online prediction using mini-batches
Dekel, O., Gilad-Bachrach, R., Shamir, O., and Xiao, L · 2012
Cited alongside, same era.
Datasets
Libsvm
Cited in the paper.
Efficiency of coordinate descent methods on huge-scale optimization problems
Nesterov, Yu · 2012
Later among the works it cites.
Making gradient descent optimal for strongly convex stochastic optimization
Rakhlin, A., Shamir, O., and Sridharan, K · 2012
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Parallel coordinate descent methods for big data optimization
Richtárik, P. and Takáč, M · 2012
Later among the works it cites.
Stochastic dual coordinate ascent methods for regularized loss minimization
Shalev-Shwartz, S. and Zhang, T · 2012
Later among the works it cites.
Iteration complexity of randomized block-coordinate descent methods for minimizing a composite function
Richtárik, P. and Takáč, M · 2013
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