Neurological learning disability - think
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Neuro-developmental Disabilities 1 Concept and Definition of Learning DisabilitiesClassical statistical methods can uncover associations between neural activity patterns and behaviour but are unable to detect causal relations that would explain how neural activity controls behaviour.
In this project, we neutological build upon recent advances in machine learning on causal inference from observational data to develop method that are able to distinguish between correlation and causation to study how distributed activations of neuronal networks generate and support behaviour. Publication 1: M. Grosse-Wentrup, D. Janzing, M. Siegel, and B. Identification of causal relations in neuroimaging data with latent confounders: An instrumental variable approach. NeuroImage, —, Publication 2: Neurological learning disability. Weichwald, T. Meyer, O. Ball, and M. Causal interpretation rules for encoding and decoding models in neuroimaging.
NeuroImage, —59, Publication 3: P. Rubenstein, S. Weichwald, S. Bongers, J. Mooij, D. Grosse-Wentrup, and B.]
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