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Mapping the stereotyped behaviour of freely moving fruit flies
Authors:Gordon J Berman  Daniel M Choi  William Bialek  Joshua W Shaevitz
Affiliation:1.Joseph Henry Laboratories of Physics and Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ 08544, USA;2.Department of Molecular Biology, Princeton University, Princeton, NJ 08544, USA
Abstract:A frequent assumption in behavioural science is that most of an animal''s activities can be described in terms of a small set of stereotyped motifs. Here, we introduce a method for mapping an animal''s actions, relying only upon the underlying structure of postural movement data to organize and classify behaviours. Applying this method to the ground-based behaviour of the fruit fly, Drosophila melanogaster, we find that flies perform stereotyped actions roughly 50% of the time, discovering over 100 distinguishable, stereotyped behavioural states. These include multiple modes of locomotion and grooming. We use the resulting measurements as the basis for identifying subtle sex-specific behavioural differences and revealing the low-dimensional nature of animal motions.
Keywords:behaviour  stereotypy  unsupervised learning  Drosophila  phase reconstruction
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