iScience · 2022 · 21 citations · 37 references
Life SciencesBehavioral SciencesZoologyAnimal BehaviorBehavioral NeuroscienceSocial BehaviorAnimal CognitionBehavioral PhysiologyAttractor DynamicsAttractor NetworksDeep Learning-based TrackingHuman InteractionsLeft-right Asymmetry FormationNeural Circuit MechanismsResponse To Social CuesSpatial-temporal Movement Analysis
Tail wagging plays an important role in social interactions, e.g., dogs show asymmetrical tail wagging in response to different social stimuli. However, the effects of social cues on tail wagging and the intrinsic organization of wagging behavior remain largely unknown. Here, we developed a platform using a deep-learning-based motion-tracking technique to extract and analyze the movement trajectory of a dog's tail tip during dog-human interactions. Individual dogs exhibited unique and stable wagging characteristics. We further found that tail wagging developed asymmetry toward the right side over three days of dog-human interactions, suggesting that it is a time-sensitive indicator of social familiarity. In addition, wagging appeared to follow an attractor-like dynamic process consisting of stable states and unstable, transitional states. Together, these results revealed sophisticated characteristics and organization of a dog's tail-wagging behavior during interactions with humans, providing a useful paradigm for studying dogs' social behaviors and the underlying neural mechanisms.
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Least squares quantization in PCM
Sheelagh Lloyd · IEEE Transactions on Information Theory · 1982 · 15.6K citations · Full text
Determining Lyapunov exponents from a time series
Alan Wolf, J. B. Swift, Harry L. Swinney et al. · Physica D Nonlinear Phenomena · 1985 · 9.4K citations · Full text
Clustering by Passing Messages Between Data Points
Brendan J. Frey, Delbert Dueck · Science · 2007 · 6.9K citations