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1
Dynamic functional brain network connectivity during pseudoword processing relates to children’s reading skill
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2
Emerging atypical connectivity networks for processing angry and fearful faces in very preterm born children
In: Hum Brain Mapp (2020)
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3
Machine learning for MEG during speech tasks
Kostas, Demetres; Pang, Elizabeth W.; Rudzicz, Frank. - : Nature Publishing Group UK, 2019
Abstract: We consider whether a deep neural network trained with raw MEG data can be used to predict the age of children performing a verb-generation task, a monosyllable speech-elicitation task, and a multi-syllabic speech-elicitation task. Furthermore, we argue that the network makes predictions on the grounds of differences in speech development. Previous work has explored taking ‘deep’ neural networks (DNNs) designed for, or trained with, images to classify encephalographic recordings with some success, but this does little to acknowledge the structure of these data. Simple neural networks have been used extensively to classify data expressed as features, but require extensive feature engineering and pre-processing. We present novel DNNs trained using raw magnetoencephalography (MEG) and electroencephalography (EEG) recordings that mimic the feature-engineering pipeline. We highlight criteria the networks use, including relative weighting of channels and preferred spectro-temporal characteristics of re-weighted channels. Our data feature 92 subjects aged 4–18, recorded using a 151-channel MEG system. Our proposed model scores over 95% mean cross-validation accuracy distinguishing above and below 10 years of age in single trials of un-seen subjects, and can classify publicly available EEG with state-of-the-art accuracy.
Keyword: Article
URL: https://doi.org/10.1038/s41598-019-38612-9
http://www.ncbi.nlm.nih.gov/pubmed/30733596
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6367450/
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4
Development of network synchronization predicts language abilities
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5
Effects of age, sex and syllable structure on voice onset time: Evidence from children’s voiceless aspirated stops
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6
The role of the insula in speech and language processing
In: Brain & language. - Orlando, Fla. [u.a.] : Elsevier 135 (2014), 96-103
OLC Linguistik
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7
Neuromagnetic correlates of intra- and extra-dimensional set-shifting
In: Brain and cognition. - San Diego, Calif. [u.a.] : Elsevier Science 86 (2014), 90-97
OLC Linguistik
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8
Changes in voice onset time and motor speech skills in children following motor speech therapy: Evidence from /pa/ productions
In: Clinical linguistics & phonetics. - London : Informa Healthcare 28 (2014) 6, 396-412
OLC Linguistik
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9
Changes in Voice Onset Time and Motor Speech Skills in Children following Motor Speech Therapy: Evidence from /pa/ productions
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10
The role of the insula in speech and language processing
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11
Neuromagnetic Vistas into Typical and Atypical Development of Frontal Lobe Functions
Taylor, Margot J.; Doesburg, Sam M.; Pang, Elizabeth W.. - : Frontiers Media S.A., 2014
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12
Relationship between speech motor control and speech intelligibility in children with speech sound disorders
In: Journal of communication disorders. - New York, NY : Elsevier 46 (2013) 3, 264-280
OLC Linguistik
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13
Cortical Thickness in Children Receiving Intensive Therapy for Idiopathic Apraxia of Speech
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14
Response inhibition in adults and teenagers: Spatiotemporal differences in the prefrontal cortex
In: Brain and cognition. - San Diego, Calif. [u.a.] : Elsevier Science 79 (2012) 1, 49-59
OLC Linguistik
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15
Localization of Broca’s area using verb generation tasks in the MEG: Validation against fMRI
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16
Task-Related Modulation of Early Cortical Responses during Language Production: An Event-Related Synthetic Aperture Magnetometry Study
Herdman, Anthony T.; Pang, Elizabeth W.; Ressel, Volker. - : Oxford University Press, 2007
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17
Task-Related Modulation of Early Cortical Responses during Language Production: An Event-Related Synthetic Aperture Magnetometry Study
Herdman, Anthony T.; Pang, Elizabeth W.; Ressel, Volker. - : Oxford University Press, 2007
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