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Authors: Vittorio Lippi ; Christoph Maurer and Thomas Mergner

Affiliation: Neurological University Clinic, University of Freiburg, Freiburg im Breisgau, Germany

Keyword(s): Posture Control, Machine Learning, Neurorobotics, Parametric Nonlinear Systems.

Abstract: Machine learning has shown impressive improvements recently, thanks especially to the results shown in deep learning applications. Besides important advancements in the theory, such improvements have been associated with an increment in the complexity of the used models (i.e. the numbers of neurons and connections in neural networks). Bigger models are possible given the amount of data used in the training process is increased accordingly. In medical applications, however, the size of datasets is often limited by the availability of human subjects and the effort required to perform human experiments. This position paper proposes the integration of bioinspired models with machine learning.

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Paper citation in several formats:
Lippi, V.; Maurer, C. and Mergner, T. (2021). The Importance of Models in Data Analysis with Small Human Movement Datasets: Inspirations from Neurorobotics Applied to Posture Control of Humanoids and Humans. In Proceedings of the 10th International Conference on Pattern Recognition Applications and Methods - ICPRAM; ISBN 978-989-758-486-2; ISSN 2184-4313, SciTePress, pages 579-585. DOI: 10.5220/0010297005790585

@conference{icpram21,
author={Vittorio Lippi. and Christoph Maurer. and Thomas Mergner.},
title={The Importance of Models in Data Analysis with Small Human Movement Datasets: Inspirations from Neurorobotics Applied to Posture Control of Humanoids and Humans},
booktitle={Proceedings of the 10th International Conference on Pattern Recognition Applications and Methods - ICPRAM},
year={2021},
pages={579-585},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010297005790585},
isbn={978-989-758-486-2},
issn={2184-4313},
}

TY - CONF

JO - Proceedings of the 10th International Conference on Pattern Recognition Applications and Methods - ICPRAM
TI - The Importance of Models in Data Analysis with Small Human Movement Datasets: Inspirations from Neurorobotics Applied to Posture Control of Humanoids and Humans
SN - 978-989-758-486-2
IS - 2184-4313
AU - Lippi, V.
AU - Maurer, C.
AU - Mergner, T.
PY - 2021
SP - 579
EP - 585
DO - 10.5220/0010297005790585
PB - SciTePress

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