Kevin P. Nguyen

According to our database, Kevin P. Nguyen authored at least 13 papers between 2019 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Predicting Parkinson's disease trajectory using clinical and functional MRI features: a reproduction and replication study.

Elodie Germani, Nikhil Baghwat, Mathieu Dugré, Rémi Gau, Albert Montillo, Kevin P. Nguyen, Andrzej Sokolowski, Madeleine Sharp, Jean-Baptiste Poline, Tristan Glatard

CoRR, 2024

2023

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 Montillo

IEEE Trans. Pattern Anal. Mach. Intell., July, 2023

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, Richard B. Dewey, Albert Montillo

Brain Connect., March, 2023

2022

Pitfalls and Recommended Strategies and Metrics for Suppressing Motion Artifacts in Functional MRI.

Vyom Raval, Kevin P. Nguyen, Marco Pinho, Richard B. Dewey Jr., Madhukar H. Trivedi, Albert Montillo

Neuroinformatics, 2022

UQ-ARMED: Uncertainty quantification of adversarially-regularized mixed effects deep learning for clustered non-iid data.

Alex Treacher, Kevin P. Nguyen, Dylan Owens, Daniel Heitjan, Albert Montillo

CoRR, 2022

Adversarially-regularized mixed effects deep learning (ARMED) models for improved interpretability, performance, and generalization on clustered data.

Kevin P. Nguyen, Albert Montillo

CoRR, 2022

2020

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

Proceedings of the Medical Imaging 2020: Image Processing, 2020

Improved motion correction for functional MRI using an omnibus regression model.

Vyom Raval, Kevin P. Nguyen, Cooper Mellema, Albert Montillo

Proceedings of the 17th IEEE International Symposium on Biomedical Imaging, 2020

Architectural configurations, atlas granularity and functional connectivity with diagnostic value in Autism Spectrum Disorder.

Cooper J. Mellema, Alex Treacher, Kevin P. Nguyen, Albert Montillo

Proceedings of the 17th IEEE International Symposium on Biomedical Imaging, 2020

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

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

2019

Predicting Response to the Antidepressant Bupropion Using Pretreatment fMRI.

Kevin P. Nguyen, Cherise Chin Fatt, Alex Treacher, Cooper Mellema, Madhukar H. Trivedi, Albert Montillo

Proceedings of the Predictive Intelligence in Medicine - Second International Workshop, 2019

Sensitivity of Derived Clinical Biomarkers to rs-fMRI Preprocessing Software Versions.

Kevin P. Nguyen, Cherise Chin Fatt, Cooper Mellema, Madhukar H. Trivedi, Albert Montillo

Proceedings of the 16th IEEE International Symposium on Biomedical Imaging, 2019

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 P. Nguyen, Albert Montillo

Proceedings of the 16th IEEE International Symposium on Biomedical Imaging, 2019