Understanding the complex interplay of persistent and antipersistent regimes in animal movement trajectories as a prominent characteristic of their behavioral pattern profiles: Towards an automated and robust model based quantification of anxiety test data
Paper: Bogachev, M.I., Lyanova, A.I., Sinitca, A.M., Pyko, S.A., Pyko, N.S., Kuzmenko, A.V., Romanov, S.A., Brikova, O.I., Tsygankova, M., Ivkin, D.Y. and Okovityi, S.V., 2023. Understanding the complex interplay of persistent and antipersistent regimes in animal movement trajectories as a prominent characteristic of their behavioral pattern profiles: Towards an automated and robust model based quantification of anxiety test data. Biomedical signal processing and control, 81, p.104409. https://doi.org/10.1016/j.bspc.2022.104409
Video-based marker-free tracking and multi-scale analysis of mouse locomotor activity and behavioral aspects in an open field arena: A perspective approach to the quantification of complex gait disturbances associated with Alzheimer's disease
Example of DPPCA usage for statistical comparision of mouse locomotor activity and behavioral aspects in an open field arena.
Paper: Bogachev, M., Sinitca, A., Grigarevichius, K., Pyko, N., Lyanova, A., Tsygankova, M., Davletshin, E., Petrov, K., Ageeva, T., Pyko, S. and Kaplun, D., 2023. Video-based marker-free tracking and multi-scale analysis of mouse locomotor activity and behavioral aspects in an open field arena: a perspective approach to the quantification of complex gait disturbances associated with Alzheimer's disease. Frontiers in Neuroinformatics, 17, p.1101112. https://doi.org/10.3389/fninf.2023.1101112
Preliminary analysis of Air Quality Data based on the publicitly available dataset.
Preliminary analysis of Residential power usage based on the publicitly available dataset.