Search Results - "Treacher, Alex H"

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  1. 1

    Association between resting-state functional brain connectivity and gene expression is altered in autism spectrum disorder by Berto, Stefano, Treacher, Alex H., Caglayan, Emre, Luo, Danni, Haney, Jillian R., Gandal, Michael J., Geschwind, Daniel H., Montillo, Albert A., Konopka, Genevieve

    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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    Journal Article
  2. 2

    MEGnet: Automatic ICA-based artifact removal for MEG using spatiotemporal convolutional neural networks by Treacher, Alex H., Garg, Prabhat, Davenport, Elizabeth, Godwin, Ryan, Proskovec, Amy, Bezerra, Leonardo Guimaraes, Murugesan, Gowtham, Wagner, Ben, Whitlow, Christopher T., Stitzel, Joel D., Maldjian, Joseph A., Montillo, Albert A.

    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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    Journal Article
  3. 3

    Adversarially-Regularized Mixed Effects Deep Learning (ARMED) Models Improve Interpretability, Performance, and Generalization on Clustered (non-iid) Data by Nguyen, Kevin P., Treacher, Alex H., Montillo, Albert A.

    “…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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  5. 5

    DC and SA: Robust and Efficient Hyperparameter Optimization of Multi-subnetwork Deep Learning Models by Treacher, Alex H, Montillo, Albert

    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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