Publications by authors named "Albert Montillo"

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Predicting Parkinson's disease trajectory using clinical and functional MRI features: A reproduction and replication study.
Elodie Germani, Nikhil Bhagwat, Mathieu Dugré, Rémi Gau, Albert A Montillo

PLoS One· May 2025

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scMEDAL for the interpretable analysis of single-cell transcriptomics data with batch effect visualization using a deep mixed effects autoencoder.
Aixa X Andrade, Son Nguyen, Albert Montillo

ArXiv· March 2025

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scMEDAL for the interpretable analysis of single-cell transcriptomics data with batch effect visualization using a deep mixed effects autoencoder.
Aixa X Andrade, Son Nguyen, Albert Montillo

Res Sq· March 2025

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Longitudinal prognosis of Parkinson's outcomes using causal connectivity.
Cooper J Mellema, Kevin P Nguyen, Alex Treacher, Aixa X Andrade, Nader Pouratian, Albert A Montillo

Neuroimage Clin· June 2024

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Machine Learning Prediction of Lymph Node Metastasis in Breast Cancer: Performance of a Multi-institutional MRI-based 4D Convolutional Neural Network.
Dogan S Polat, Son Nguyen, Paniz Karbasi, Keith Hulsey, Murat Can Cobanoglu, Albert Montillo

Radiol Imaging Cancer· May 2024

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Novel machine learning approaches for improving the reproducibility and reliability of functional and effective connectivity from functional MRI.
Cooper J Mellema, Albert A Montillo

J Neural Eng· December 2023

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

IEEE Trans Pattern Anal Mach Intell· July 2023

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BLENDS: Augmentation of Functional Magnetic Resonance Images for Machine Learning Using Anatomically Constrained Warping.
Kevin P Nguyen, Vyom Raval, Abu Minhajuddin, Thomas Carmody, Madhukar H Trivedi, Albert A Montillo

Brain Connect· March 2023

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Pitfalls and Recommended Strategies and Metrics for Suppressing Motion Artifacts in Functional MRI.
Vyom Raval, Kevin P Nguyen, Marco Pinho, Richard B Dewey, Madhukar Trivedi, Albert A Montillo

Neuroinformatics· October 2022

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Glaucoma Diagnosis Through the Integration of Optical Coherence Tomography/Angiography and Machine Learning Diagnostic Models.
Karanjit S Kooner, Ashika Angirekula, Alex H Treacher, Ghadeer Al-Humimat, Mohamed F Marzban, Albert A Montillo

Clin Ophthalmol· August 2022

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

Nat Commun· June 2022

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Targeted Metabolomic Analysis in Alzheimer's Disease Plasma and Brain Tissue in Non-Hispanic Whites.
Karel Kalecký, Dwight C German, Albert A Montillo, Teodoro Bottiglieri

J Alzheimers Dis· April 2022

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Reproducible neuroimaging features for diagnosis of autism spectrum disorder with machine learning.
Cooper J Mellema, Kevin P Nguyen, Alex Treacher, Albert Montillo

Sci Rep· February 2022

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MEGnet: Automatic ICA-based artifact removal for MEG using spatiotemporal convolutional neural networks.
Alex H Treacher, Prabhat Garg, Elizabeth Davenport, Ryan Godwin, Amy Proskovec, Albert A Montillo

Neuroimage· November 2021

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Predicting Parkinson's disease trajectory using clinical and neuroimaging baseline measures.
Kevin P Nguyen, Vyom Raval, Alex Treacher, Cooper Mellema, Fang Frank Yu, Albert A Montillo

Parkinsonism Relat Disord· April 2021

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Preoperative Prediction of Lymph Node Metastasis from Clinical DCE MRI of the Primary Breast Tumor Using a 4D CNN.
Son Nguyen, Dogan Polat, Paniz Karbasi, Daniel Moser, Liqiang Wang, Albert Montillo

Med Image Comput Comput Assist Interv· October 2020

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Prediction of Individual Progression Rate in Parkinson's Disease Using Clinical Measures and Biomechanical Measures of Gait and Postural Stability.
Vyom Raval, Kevin P Nguyen, Ashley Gerald, Richard B Dewey, Albert Montillo

Proc IEEE Int Conf Acoust Speech Signal Process· May 2020

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Architectural configurations, atlas granularity and functional connectivity with diagnostic value in Autism Spectrum Disorder.
Cooper J Mellema, Alex Treacher, Kevin P Nguyen, Albert Montillo

Proc IEEE Int Symp Biomed Imaging· April 2020

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Improved motion correction for functional MRI using an omnibus regression model.
Vyom Raval, Kevin P Nguyen, Cooper Mellema, Albert Montillo

Proc IEEE Int Symp Biomed Imaging· April 2020

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Anatomically-Informed Data Augmentation for Functional MRI with Applications to Deep Learning.
Kevin P Nguyen, Cherise Chin Fatt, Alex Treacher, Cooper Mellema, Madhukar H Trivedi, Albert Montillo

Proc SPIE Int Soc Opt Eng· February 2020

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Determining the Optimal Number of MEG Trials: A Machine Learning and Speech Decoding Perspective.
Debadatta Dash, Paul Ferrari, Saleem Malik, Albert Montillo, Joseph A Maldjian

Brain Inform (2018)· December 2019

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Sensitivity of derived clinical biomarkers to rs-fMRI preprocessing software versions.
Kevin P Nguyen, Cherise Chin Fatt, Cooper Mellema, Madhukar H Trivedi, Albert Montillo

Proc IEEE Int Symp Biomed Imaging· April 2019

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Multiple Deep Learning Architectures Achieve Superior Performance Diagnosing Autism Spectrum Disorder Using Features Previously Extracted from Structural and Functional MRI.
Cooper Mellema, Alex Treacher, Kevin Nguyen, Albert Montillo

Proc IEEE Int Symp Biomed Imaging· April 2019

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Deep Learning Convolutional Neural Networks for the Estimation of Liver Fibrosis Severity from Ultrasound Texture.
Alex Treacher, Daniel Beauchamp, Bilal Quadri, David Fetzer, Abhinav Vij, Albert Montillo

Proc SPIE Int Soc Opt Eng· February 2019

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