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Author

A. Świtoński

2 papers indexed here

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Open access Sep 2026

Variational autoencoder in analysis of motion capture data

The aim of this study was to present the applicability of Variational Autoencoders (VAE) in the analysis and generation of human gait data, represented by multivariate sequences containing rotations of skeletal joints or 3D positions of anatomically significant body points. The proposed framework offers two main advant...

Marcel Furs, D. Hanak, A. Świtoński · 0 citations
Open access Sep 2026

Chaos Detection in Noisy Signals Using Refined Signal Representations

Discovering the characteristics of nonlinear dynamical systems is an important topic in many fields. When the governing equations are known, such analysis is straightforward; otherwise, as in the case of biological data, alternative approaches are required. This paper presents one such approach and is a continuation of...

Katarzyna Harężlak, D. Augustyn, Henryk Josiński et al. · 0 citations

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