Explainable fuzzy clustering framework reveals divergent default mode network connectivity dynamics in schizophrenia

by Charles A. Ellis, Charles A. Ellis, Charles A. Ellis, Robyn L. Miller, Robyn L. Miller, Robyn L. Miller, Vince D. Calhoun, Vince D. Calhoun, Vince D. Calhoun, Vince D. Calhoun
Published 2024-02-01

A Systematic Approach for Explaining Time and Frequency Features Extracted by Convolutional Neural Networks From Raw Electroencephalography Data

by Charles A. Ellis, Charles A. Ellis, Robyn L. Miller, Robyn L. Miller, Vince D. Calhoun, Vince D. Calhoun, Vince D. Calhoun
Published 2022-05-01

Pairing explainable deep learning classification with clustering to uncover effects of schizophrenia upon whole brain functional network connectivity dynamics

by Charles A. Ellis, Robyn L. Miller, Vince D. Calhoun
Published 2023-12-01

Towards greater neuroimaging classification transparency via the integration of explainability methods and confidence estimation approaches

by Charles A. Ellis, Robyn L. Miller, Vince D. Calhoun
Published 2023-01-01

Novel methods for elucidating modality importance in multimodal electrophysiology classifiers

by Charles A. Ellis, Charles A. Ellis, Mohammad S. E. Sendi, Mohammad S. E. Sendi, Rongen Zhang, Darwin A. Carbajal, May D. Wang, Robyn L. Miller, Robyn L. Miller, Vince D. Calhoun, Vince D. Calhoun, Vince D. Calhoun
Published 2023-03-01

The link between static and dynamic brain functional network connectivity and genetic risk of Alzheimer's disease

by Mohammad S.E. Sendi, Elaheh Zendehrouh, Charles A. Ellis, Zening Fu, Jiayu Chen, Robyn L. Miller, Elizabeth C. Mormino, David H. Salat, Vince D. Calhoun
Published 2023-01-01

Aberrant Dynamic Functional Connectivity of Default Mode Network in Schizophrenia and Links to Symptom Severity

by Mohammad S. E. Sendi, Mohammad S. E. Sendi, Mohammad S. E. Sendi, Elaheh Zendehrouh, Charles A. Ellis, Charles A. Ellis, Zhijia Liang, Zening Fu, Daniel H. Mathalon, Daniel H. Mathalon, Judith M. Ford, Judith M. Ford, Adrian Preda, Theo G. M. van Erp, Robyn L. Miller, Robyn L. Miller, Godfrey D. Pearlson, Jessica A. Turner, Jessica A. Turner, Vince D. Calhoun, Vince D. Calhoun, Vince D. Calhoun, Vince D. Calhoun, Vince D. Calhoun, Vince D. Calhoun
Published 2021-03-01

Infants’ neuroelectric responses to missing stimuli: Can missing stimuli be novel stimuli?

by Nelson, Charles A., Ellis, Ann E., Collins, Paul F., Lang, Sarah F.
Published 2018