Advancing post-traumatic seizure classification and biomarker identification: Information decomposition based multimodal fusion and explainable machine learning with missing neuroimaging data

Md Navid Akbar; Sebastian F. Ruf; Ashutosh Singh; Razieh Faghihpirayesh; Rachael Garner; Alexis Bennett; Celina Alba; Marianna La Rocca; Tales Imbiriba; Deniz Erdoğmuş; Dominique Duncan

doi:10.1016/j.compmedimag.2024.102386

Advancing post-traumatic seizure classification and biomarker identification: Information decomposition based multimodal fusion and explainable machine learning with missing neuroimaging data

Md Navid Akbar
, Sebastian F. Ruf
, Ashutosh Singh
, Razieh Faghihpirayesh
, Rachael Garner
, Alexis Bennett
, Celina Alba
, Marianna La Rocca
, Tales Imbiriba
, Deniz Erdoğmuş
, Dominique Duncan

Computer Science

Research output: Contribution to journal › Article › peer-review

Original language	English
Article number	102386
Journal	Computerized Medical Imaging and Graphics
Volume	115
DOIs	https://doi.org/10.1016/j.compmedimag.2024.102386
State	Published - Jul 2024

ASJC Scopus Subject Areas

Radiological and Ultrasound Technology
Radiology Nuclear Medicine and imaging
Computer Vision and Pattern Recognition
Health Informatics
Computer Graphics and Computer-Aided Design

Keywords

Bayesian fusion
Biomarker identification
Explainable machine learning
Incomplete multimodal data
Multivariate information fusion
Traumatic seizure classification

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10.1016/j.compmedimag.2024.102386

Cite this

Akbar, M. N., Ruf, S. F., Singh, A., Faghihpirayesh, R., Garner, R., Bennett, A., Alba, C., Rocca, M. L., Imbiriba, T., Erdoğmuş, D., & Duncan, D. (2024). Advancing post-traumatic seizure classification and biomarker identification: Information decomposition based multimodal fusion and explainable machine learning with missing neuroimaging data. Computerized Medical Imaging and Graphics, 115, Article 102386. https://doi.org/10.1016/j.compmedimag.2024.102386

Advancing post-traumatic seizure classification and biomarker identification: Information decomposition based multimodal fusion and explainable machine learning with missing neuroimaging data. / Akbar, Md Navid; Ruf, Sebastian F.; Singh, Ashutosh et al.
In: Computerized Medical Imaging and Graphics, Vol. 115, 102386, 07.2024.

Research output: Contribution to journal › Article › peer-review

Akbar, MN, Ruf, SF, Singh, A, Faghihpirayesh, R, Garner, R, Bennett, A, Alba, C, Rocca, ML, Imbiriba, T, Erdoğmuş, D & Duncan, D 2024, 'Advancing post-traumatic seizure classification and biomarker identification: Information decomposition based multimodal fusion and explainable machine learning with missing neuroimaging data', Computerized Medical Imaging and Graphics, vol. 115, 102386. https://doi.org/10.1016/j.compmedimag.2024.102386

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AU - Akbar, Md Navid

AU - Ruf, Sebastian F.

AU - Singh, Ashutosh

AU - Faghihpirayesh, Razieh

AU - Garner, Rachael

AU - Bennett, Alexis

AU - Alba, Celina

AU - Rocca, Marianna La

AU - Imbiriba, Tales

AU - Erdoğmuş, Deniz

AU - Duncan, Dominique

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KW - Explainable machine learning

KW - Incomplete multimodal data

KW - Multivariate information fusion

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Advancing post-traumatic seizure classification and biomarker identification: Information decomposition based multimodal fusion and explainable machine learning with missing neuroimaging data

ASJC Scopus Subject Areas

Keywords

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