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Machine learning in resting-state fMRI analysis
Abstract Machine learning techniques have gained prominence for the analysis of resting-
state functional Magnetic Resonance Imaging (rs-fMRI) data. Here, we present an overview …
state functional Magnetic Resonance Imaging (rs-fMRI) data. Here, we present an overview …
Social skills deficits in autism spectrum disorder: potential biological origins and progress in develo** therapeutic agents
RE Frye - CNS drugs, 2018 - Springer
Autism spectrum disorder is defined by two core symptoms: a deficit in social communication
and the presence of repetitive behaviors and/or restricted interests. Currently, there is no US …
and the presence of repetitive behaviors and/or restricted interests. Currently, there is no US …
Transient increased thalamic-sensory connectivity and decreased whole-brain dynamism in autism
Autism spectrum disorder (ASD) is a neurodevelopmental disorder associated with social
communication deficits and restricted/repetitive behaviors and is characterized by large …
communication deficits and restricted/repetitive behaviors and is characterized by large …
Ensemble deep learning on large, mixed-site fMRI datasets in autism and other tasks
Deep learning models for MRI classification face two recurring problems: they are typically
limited by low sample size, and are abstracted by their own complexity (the “black box …
limited by low sample size, and are abstracted by their own complexity (the “black box …
Functional networks abnormalities in autism spectrum disorder: age-related hypo and hyper connectivity
Autism spectrum disorder (ASD) is a developmental disorder characterized by defects in
social interaction. The past functional connectivity studies using resting-state fMRI have …
social interaction. The past functional connectivity studies using resting-state fMRI have …
Disruption to control network function correlates with altered dynamic connectivity in the wider autism spectrum
N De Lacy, D Doherty, BH King, S Rachakonda… - NeuroImage: Clinical, 2017 - Elsevier
Autism is a common developmental condition with a wide, variable range of co-occurring
neuropsychiatric symptoms. Contrasting with most extant studies, we explored whole-brain …
neuropsychiatric symptoms. Contrasting with most extant studies, we explored whole-brain …
Single-participant structural similarity matrices lead to greater accuracy in classification of participants than function in autism in MRI
Background Autism has previously been characterized by both structural and functional
differences in brain connectivity. However, while the literature on single-subject derivations …
differences in brain connectivity. However, while the literature on single-subject derivations …
Estimating brain effective connectivity from EEG signals of patients with autism disorder and healthy individuals by reducing volume conduction effect
Studying brain connectivity has shed light on understanding brain functions.
Electroencephalogram signals recorded from the scalp surface comprise inter-dependent …
Electroencephalogram signals recorded from the scalp surface comprise inter-dependent …
Resting-state functional MRI and PET imaging as noninvasive tools to study (ab) normal neurodevelopment in humans and rodents
C Millevert, N Vidas-Guscic, L Vanherp… - Journal of …, 2023 - jneurosci.org
Neurodevelopmental disorders (NDDs) are a group of complex neurologic and psychiatric
disorders. Functional and molecular imaging techniques, such as resting-state functional …
disorders. Functional and molecular imaging techniques, such as resting-state functional …
Probing the overarching continuum theory: data-driven phenotypic clustering of children with ASD or ADHD
The clinical validity of the distinction between ADHD and ASD is a longstanding discussion.
Recent advances in the realm of data-driven analytic techniques now enable us to formally …
Recent advances in the realm of data-driven analytic techniques now enable us to formally …