KN
Kevin Nguyen
fMRIq-bio.NCcs.LGdeep learningeess.IVMachine LearningMagnetic Resonance ImagingneuroimagingParkinson DiseasePrognosis
On Valency
published · living versionsW_752ygk6z·v1 · currentpublished
GUILD: Guided Iterative Data Collection for Imitation Learning
with Shivin Dass, Rohan Yelandur, Junhong Xu, Roberto Martín-Martín
1 version
Preprints & journals
18 papers in the corpus · 2019–2024Predicting Parkinson's disease trajectory using clinical and functional MRI features: A reproduction and replication study.39982930 · Germani, Elodie, Bhagwat, Nikhil, Dugré, Mathieu et al.2025 · 3 citationsPloS one. 2025;20(2):e0317566
Longitudinal prognosis of Parkinson's outcomes using causal connectivity.38471435 · Mellema, Cooper J, Nguyen, Kevin P, Treacher, Alex et al.2024 · 4 citationsNeuroImage. Clinical. 2024;42:103571
Adversarially-Regularized Mixed Effects Deep Learning (ARMED) Models Improve Interpretability, Performance, and Generalization on Clustered (non-iid) Data.37018678 · Nguyen, Kevin P, Treacher, Alex H, Montillo, Albert A2023 · 8 citationsIEEE transactions on pattern analysis and machine intelligence. 2023;45(7):8081-8093
BLENDS: Augmentation of Functional Magnetic Resonance Images for Machine Learning Using Anatomically Constrained Warping.36097756 · Nguyen, Kevin P, Raval, Vyom, Minhajuddin, Abu et al.2023 · 3 citationsBrain connectivity. 2023;13(2):80-88
Pitfalls and Recommended Strategies and Metrics for Suppressing Motion Artifacts in Functional MRI.35291020 · Raval, Vyom, Nguyen, Kevin P, Pinho, Marco et al.2022 · 6 citationsNeuroinformatics. 2022;20(4):879-896
Adversarially-regularized mixed effects deep learning (ARMED) models for improved interpretability, performance, and generalization on clustered data2202.11783v3 · Kevin P. Nguyen, Albert Montillo (for the Alzheimer's Disease Neuroimaging Initiative)2022 · 1 citationarXiv
Reproducible neuroimaging features for diagnosis of autism spectrum disorder with machine learning.35197468 · Mellema, Cooper J, Nguyen, Kevin P, Treacher, Alex et al.2022 · 55 citationsScientific reports. 2022;12(1):3057
Patterns of Pretreatment Reward Task Brain Activation Predict Individual Antidepressant Response: Key Results From the EMBARC Randomized Clinical Trial.34916068 · Nguyen, Kevin P, Chin Fatt, Cherise, Treacher, Alex et al.2022 · 28 citationsBiological psychiatry. 2022;91(6):550-560
The BLENDS Method for Data Augmentation of 4-Dimensional Brain Images10.1101/2021.06.02.446748v1 · Nguyen, K. P., Raval, V., Minhajuddin, A. et al.2021 · 3 citationsbioRxiv
Predicting Parkinson's disease trajectory using clinical and neuroimaging baseline measures.33730626 · Nguyen, Kevin P, Raval, Vyom, Treacher, Alex et al.2022 · 30 citationsParkinsonism & related disorders. 2021;85:44-51
Convolutional neural networks to automate the screening of malaria in low-resource countries.32832279 · Zhao, Oliver S, Kolluri, Nikhil, Anand, Anagata et al.2020 · 46 citationsPeerJ. 2020;8:e9674
Prediction of Individual Progression Rate in Parkinson's Disease Using Clinical Measures and Biomechanical Measures of Gait and Postural Stability.33708010 · Raval, Vyom, Nguyen, Kevin P, Gerald, Ashley et al.2021 · 4 citationsProceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing. ICASSP (Conference). 2020;2020:1319-1323
Architectural configurations, atlas granularity and functional connectivity with diagnostic value in Autism Spectrum Disorder.33767805 · Mellema, Cooper J, Treacher, Alex, Nguyen, Kevin P et al.2021 · 6 citationsProceedings. IEEE International Symposium on Biomedical Imaging. 2020;2020:1022-1025
Improved motion correction for functional MRI using an omnibus regression model.33767806 · Raval, Vyom, Nguyen, Kevin P, Mellema, Cooper et al.2021 · 5 citationsProceedings. IEEE International Symposium on Biomedical Imaging. 2020;2020:1044-1047
Anatomically-Informed Data Augmentation for Functional MRI with Applications to Deep Learning.33767520 · Nguyen, Kevin P, Fatt, Cherise Chin, Treacher, Alex et al.2021 · 32 citationsProceedings of SPIE--the International Society for Optical Engineering. 2020;11313
Predicting Response to the Antidepressant Bupropion using Pretreatment fMRI.31709423 · Nguyen, Kevin P, Fatt, Cherise Chin, Treacher, Alex et al.2025 · 19 citationsPredictive Intelligence in Medicine. PRIME (Workshop). 2019;11843:53-62
Sensitivity of derived clinical biomarkers to rs-fMRI preprocessing software versions.31741703 · Nguyen, Kevin P, Fatt, Cherise Chin, Mellema, Cooper et al.2020 · 1 citationProceedings. IEEE International Symposium on Biomedical Imaging. 2019;2019:1581-1584
Multiple Deep Learning Architectures Achieve Superior Performance Diagnosing Autism Spectrum Disorder Using Features Previously Extracted from Structural and Functional MRI.31741704 · Mellema, Cooper, Treacher, Alex, Nguyen, Kevin et al.2020 · 32 citationsProceedings. IEEE International Symposium on Biomedical Imaging. 2019;2019:1891-1895
Career total: 20 works. 18 are in this corpus.
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