matlab prepared multi-instance multi-label classification procedures, using miSVM algorithm, svm do classifier, which function with each call, and as an example of the data and the main program, you can run, you can sample a lot of examples of multi-label classification.

MIMLmiSVM\libsvm-mat-2.86-1.zip
.........\miml data.mat
.........\MIMLmiSVM_test.m
.........\MIMLmiSVM_train.m
.........\miSVM_test.m
.........\miSVM_train.m
.........\readme.m
.........\sample_data.mat
MIMLmiSVM

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