Note that it was not our aim to improve the results of the basic classifiers on this scenario, but given the fact that we are going to apply all these techniques in the domain adaptation scenario, we need to show these results as baselines.
that the domain adaptation kernel combination approach, no matter the amount of target data, is always above the rest of the classifiers, showing the robustness of our approach.