#functionalconnectivity

2023-10-20

Yesterday I attended a very interesting seminar with professors Alessandra Bertoldo, Alessandro Chiusi and Marco Zorzi from #unipd , from departments of information engineering, psychology, and neuroscience.
It was mostly about popularizing #fMRI and the clinical potential of such studies.
My mind was captured by two things, #effectiveconnectivity and the use of neural networks for #FunctionalConnectivity to symptoms mapping.
The core for me was: they are not talking about using deep learning, or the most apt deep learning architecture for the problems.
For EffectiveC., they were speaking about dynamical systems modeling (which is great!); for functional connectivity they cited convolutional autoencoders on the image or matrix of functional connectivity, which I really don't like unless number of channels and more importantly kernel dimension are discussed.
Overall, we are dealing with directed and undirected weighted graphs respectively, and we have architectures for those

2023-03-17

📃The connectivity patterns of frontal eye field and inferior frontal junction differentiate their separate roles in spatial and non-spatial top-down attention, report #CIMeC researchers Orhan Soyuhos and Daniel Baldaufb in an #MEG/#MRI study in the European Journal of Neuroscience #Brainconnectivity #neuraloscillations #brainrhythms #functionalconnectivity#FEF #IFJ
doi.org/10.1111/ejn.15936

2023-01-06

#arxivfeed :

"CI-GNN: A Granger Causality-Inspired Graph Neural Network for Interpretable Brain Network-Based Psychiatric Diagnosis"
arxiv.org/abs/2301.01642

#Neuroscience #Neuro #ComputationalNeuroscience #MachineLearning #GraphNeuralNetworks #Psychiatry #FunctionalConnectivity #CausalInference

2022-11-22

#arxivfeed :

"Spatially-embedded recurrent neural networks reveal widespread links between structural and functional neuroscience findings"
biorxiv.org/content/10.1101/20

#Neuroscience #Neuro #Brain #NeuralNetwork #RNN #Connectivity #StructuralConnectivity #FunctionalConnectivity

2022-11-04

For some more specific background of my work, I just published my first article on domain-specific and domain-general network engagement during human-robot interaction together with Ruud Hortensius! ✨

You can check it out in the European Journal of Neuroscience: onlinelibrary.wiley.com/doi/10

#Neuroscience #socialneuroscience #functionalconnectivity #fMRI #HRI #humanrobotinteraction

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