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Alex Treacher
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2020 – today
- 2023
- [j2]Kevin P. Nguyen, Alex H. Treacher, Albert Montillo:
Adversarially-Regularized Mixed Effects Deep Learning (ARMED) Models Improve Interpretability, Performance, and Generalization on Clustered (non-iid) Data. IEEE Trans. Pattern Anal. Mach. Intell. 45(7): 8081-8093 (2023) - 2022
- [i4]Alex H. Treacher, Albert Montillo:
DC and SA: Robust and Efficient Hyperparameter Optimization of Multi-subnetwork Deep Learning Models. CoRR abs/2202.11841 (2022) - [i3]Alex Treacher, Kevin P. Nguyen, Dylan Owens, Daniel Heitjan, Albert Montillo:
UQ-ARMED: Uncertainty quantification of adversarially-regularized mixed effects deep learning for clustered non-iid data. CoRR abs/2211.15888 (2022) - 2021
- [j1]Alex Treacher, Prabhat Garg, Elizabeth M. Davenport, Ryan Godwin, Amy L. Proskovec, Leonardo Guimaraes Bezerra, Gowtham Murugesan, Benjamin C. Wagner, Christopher T. Whitlow, Joel D. Stitzel, Joseph A. Maldjian, Albert Montillo:
MEGnet: Automatic ICA-based artifact removal for MEG using spatiotemporal convolutional neural networks. NeuroImage 241: 118402 (2021) - 2020
- [c5]Cooper J. Mellema, Alex Treacher, Kevin P. Nguyen, Albert Montillo:
Architectural configurations, atlas granularity and functional connectivity with diagnostic value in Autism Spectrum Disorder. ISBI 2020: 1022-1025 - [c4]Kevin P. Nguyen, Cherise Chin Fatt, Alex Treacher, Cooper Mellema, Madhukar H. Trivedi, Albert Montillo:
Anatomically informed data augmentation for functional MRI with applications to deep learning. Medical Imaging: Image Processing 2020: 113130T
2010 – 2019
- 2019
- [c3]Cooper Mellema, Alex Treacher, Kevin P. Nguyen, Albert Montillo:
Multiple Deep Learning Architectures Achieve Superior Performance Diagnosing Autism Spectrum Disorder Using Features Previously Extracted From Structural And Functional Mri. ISBI 2019: 1891-1895 - [c2]Alex Treacher, Daniel Beauchamp, Bilal Quadri, David Fetzer, Abhinav Vij, Takeshi Yokoo, Albert Montillo:
Deep learning convolutional neural networks for the estimation of liver fibrosis severity from ultrasound texture. Medical Imaging: Computer-Aided Diagnosis 2019: 109503E - [c1]Kevin P. Nguyen, Cherise Chin Fatt, Alex Treacher, Cooper Mellema, Madhukar H. Trivedi, Albert Montillo:
Predicting Response to the Antidepressant Bupropion Using Pretreatment fMRI. PRIME@MICCAI 2019: 53-62 - [i2]Kevin P. Nguyen, Cherise Chin Fatt, Alex Treacher, Cooper Mellema, Madhukar H. Trivedi, Albert Montillo:
Anatomically-Informed Data Augmentation for functional MRI with Applications to Deep Learning. CoRR abs/1910.08112 (2019) - [i1]Cooper J. Mellema, Alex Treacher, Kevin P. Nguyen, Albert Montillo:
Architectural configurations, atlas granularity and functional connectivity with diagnostic value in Autism Spectrum Disorder. CoRR abs/1911.11024 (2019)
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