Temporally Aligned Segmentation and Clustering (TASC): A generalized framework for behavior time series analysis
Ekaterina Zinkovskaia,
Orel Tahary,
Yocheved Loewenstern
et al.
Abstract:Behavior exhibits a complex spatiotemporal structure consisting of discrete sub-behaviors, or motifs. Continuous behavior data requires segmentation and clustering to reveal these embedded motifs. The popularity of automatic behavior quantification is growing, but existing solutions are often tailored to specific needs and are not designed for the time scale and precision required in many experimental and clinical settings. Here we propose a generalized framework with an iterative approach to refine both segme… Show more
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