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Efficient primal-dual algorithms for large-scale multiclass classification

Matlab reproducible experiments for the following preprint:

Efficient primal-dual algorithms for large-scale multiclass classification by Dmitry Babichev, Dmitrii Ostrovskii, Francis Bach

Running the experiments

The experiments, in the order of appearance in the paper, are launched via the following MATLAB commands:

Table 01 can be obtained, evaluating file Table01.m

Figures 1 and 2 can be obtained as following:

1 step: Evaluate files Experiment01_01_FULL.m, Experiment01_02_SGD.m and Experiment01_03_DET.m The data will be stored in files. 2 step: Evaluate the files Plot01.m and Plot02.m to get the plots.

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