Search Results - "Treacher, Alex H"
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Association between resting-state functional brain connectivity and gene expression is altered in autism spectrum disorder
Published in Nature communications (09-06-2022)“…Gene expression covaries with brain activity as measured by resting state functional magnetic resonance imaging (MRI). However, it is unclear how genomic…”
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MEGnet: Automatic ICA-based artifact removal for MEG using spatiotemporal convolutional neural networks
Published in NeuroImage (Orlando, Fla.) (01-11-2021)“…Magnetoencephalography (MEG) is a functional neuroimaging tool that records the magnetic fields induced by neuronal activity; however, signal from non-neuronal…”
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Adversarially-Regularized Mixed Effects Deep Learning (ARMED) Models Improve Interpretability, Performance, and Generalization on Clustered (non-iid) Data
Published in IEEE transactions on pattern analysis and machine intelligence (01-07-2023)“…Natural science datasets frequently violate assumptions of independence. Samples may be clustered (e.g., by study site, subject, or experimental batch),…”
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Glaucoma Diagnosis Through the Integration of Optical Coherence Tomography/Angiography and Machine Learning Diagnostic Models
Published in Clinical ophthalmology (Auckland, N.Z.) (01-01-2022)“…To establish optical coherence tomography (OCT)/angiography (OCTA) parameter ranges for healthy eyes (HE) and glaucomatous eyes (GE) for a North Texas based…”
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DC and SA: Robust and Efficient Hyperparameter Optimization of Multi-subnetwork Deep Learning Models
Published 23-02-2022“…We present two novel hyperparameter optimization strategies for optimization of deep learning models with a modular architecture constructed of multiple…”
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