Format

Send to

Choose Destination
See comment in PubMed Commons below
Nat Methods. 2013 Jan;10(1):64-7. doi: 10.1038/nmeth.2281. Epub 2012 Dec 2.

JAABA: interactive machine learning for automatic annotation of animal behavior.

Author information

1
Howard Hughes Medical Institute, Janelia Farm Research Campus, Ashburn, Virginia, USA.

Abstract

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.

PMID:
23202433
DOI:
10.1038/nmeth.2281
[Indexed for MEDLINE]
PubMed Commons home

PubMed Commons

0 comments
How to join PubMed Commons

    Supplemental Content

    Full text links

    Icon for Nature Publishing Group
    Loading ...
    Support Center