MapView: Graphical Data Representation for Active Learning
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Workshop on Active Learning: Applications, Foundations and Emerging Trends (iKNOW Conference 2016)
Active learning facilitates the training of classifiers by selectively querying the user in order to gain insights on unlabeled data samples.
Until recently, the user had limited abilities to interact with an active learning system: A sub-selection was presented by the system and every sample within had to be annotated. We propose an alternative and graphical solution to active learning called MapView, where the user may profit from a different interpretation of the underlying data.
Experiments underline the usability and advantages of our approach during the training of a classifier from scratch