Discover brain mechanisms
underlying cognition, perception and
action, and those related to brain
malfunction using neural recordings and
advanced mathematical methods. |
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Brain mechanisms
I study neural oscillations (Rapela et
al., 2018), traveling waves (Rapela
2016, 2017), as well as population
codes (Rapela et al., 2015).
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Cognition, perception and action
I investigate neural mechanisms related to attention and temporal
expectation (Rapela et al., 2018),
to visual perception (Rapela et al.,
2006, 2010),
and to speech (Rapela 2016, 2017).
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| Brain malfunction
I am currently investigating low-dimensional representations of
high-dimensional electrophysiological recordings from patients suffering from
epilespy. Preliminary evidence shows that low-dimensional
representations yield superior seizure forecasting performance than the
original high-dimensional ones (Rapela and Truccolo, in preparation).
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| Neural recordings
I have characterized electrophysiological recordings from single neurons
of cats (Rapela et al 2006, 2010), non-invasive electrophysiological recordings
from the human scalp (EEG, Rapela et al,
2018), and invasive
electrophysiological recordings from the human cortex (ECoG, Rapela 2016, 2017; high-density MEA, Rapela and Truccolo, in preparation).
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| Advanced
mathematical methods
My publications demonstrate research experience on function
approximation and nonlinear function
optimization (Rapela et al., 2006, 2010), variational Bayes linear
regression (Rapela et al., 2018), nonlinear dynamical systems and
statistical mechanics (Rapela et al.,
2015), dimensionality
reduction and hidden Markov models (Rapela et al., in preparation).
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