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1 Janelia Publications

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    12/01/12 | JAABA: interactive machine learning for automatic annotation of animal behavior.
    Kabra M, Robie AA, Rivera-Alba M, Branson S, Branson K
    Nature Methods. 2012 Dec;10:64-7

    We present a machine learning–based system for automatically computing interpretable, quantitative measures of animal behavior. Through our interactive system, users encode their intuition about behavior by annotating a small set of video frames. These manual labels are converted into classifiers that can automatically annotate behaviors in screen-scale data sets. Our general-purpose system can create a variety of accurate individual and social behavior classifiers for different organisms, including mice and adult and larval Drosophila.

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