Connectionists: Announcement of Tutorial at CNS 2022 in Melbourne
Axel Hutt
axel.hutt at inria.fr
Wed Jul 6 05:46:22 EDT 2022
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CNS 2022 in Melbourne, Australia
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Tutorial on Saturday, July 16, 1:30pm AEST on
"Spectral Analysis of Neural Signals"
The spectral analysis of observed neural activity is essential
in a large part of experimental research. To apply successfully
the meanwhile large number and different types of spectral
analysis techniques, it is important to understand in detail
fundamental aspects of spectral analysis methods.
The tutorial is targeted at experimentalists at all levels and
will just touch theoretical details. It will be a hands-on tutorial
based on practical problems. As an additional support, Python
source code scripts will be provided for several analysis problems
discussed in the tutorial. These scripts permit the participant to
implement herself/himself different techniques discussed and
support further understanding.
Content:
** Fundamentals in sampling theory, Fourier theory and related
artifact (aliasing, spectral leakage)
** Linear filters and spectral power in stationary signals
** Spectral power in non-stationary signals: windowed Fourier transform
and time-frequency spectral analysis.
** The concept of analytical signal: Hilbert Transform, phase
synchronization, Empirical Mode Decomposition
More information at https://www.cnsorg.org/cns-2022-tutorials#T7
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Axel Hutt
Directeur de Recherche
Equipe MIMESIS
INRIA Nancy Grand Est
Bâtiment IHU
1, Place de l'Hopital
67000 Strasbourg, France
https://mimesis.inria.fr/speaker/axel-hutt/
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