Multimodal data fusion for systems improvement: A review

N Gaw, S Yousefi, MR Gahrooei - … from the Air Force Institute of …, 2022 - taylorfrancis.com
In recent years, information available from multiple data modalities has become increasingly
common for industrial engineering and operations research applications. There have been a …

Interpretability of clinical decision support systems based on artificial intelligence from technological and medical perspective: A systematic review

Q Xu, W ** disease biomarkers
P Pozo-Rosich, G Coppola, J Pascual… - …, 2021 - journals.sagepub.com
Background Validated chronic migraine biomarkers could improve diagnostic, prognostic,
and predictive abilities for clinicians and researchers, as well as increase knowledge on …

Headache classification and automatic biomarker extraction from structural MRIs using deep learning

MM Rahman Siddiquee, J Shah, C Chong… - Brain …, 2023 - academic.oup.com
Data-driven machine-learning methods on neuroimaging (eg MRI) are of great interest for
the investigation and classification of neurological diseases. However, traditional machine …

Healthy core: Harmonizing brain MRI for supporting multicenter migraine classification studies

H Yoon, TJ Schwedt, CD Chong, O Olatunde, T Wu - PloS one, 2024 - journals.plos.org
Multicenter and multi-scanner imaging studies may be necessary to ensure sufficiently large
sample sizes for develo** accurate predictive models. However, multicenter studies …

Emerging and future directions of migraine research and treatment

CC Chiang, DW Dodick - Handbook of Clinical Neurology, 2024 - Elsevier
Despite many migraine-specific treatments that became available over the past 5 years,
many patients still suffer from debilitating migraine. Emerging and future directions of …

Robust coupled tensor decomposition and feature extraction for multimodal medical data

M Zhao, M Reisi Gahrooei, N Gaw - IISE Transactions on …, 2023 - Taylor & Francis
High-dimensional and multimodal data to describe various aspects of a patient's clinical
condition have become increasingly abundant in the medical field across a variety of …

[HTML][HTML] Harmonizing Healthy Cohorts to Support Multicenter Studies on Migraine Classification using Brain MRI Data

H Yoon, TJ Schwedt, CD Chong, O Olatunde, T Wu - medRxiv, 2023 - ncbi.nlm.nih.gov
Multicenter and multi-scanner imaging studies might be needed to provide sample sizes
large enough for develo** accurate predictive models. However, multicenter studies …

Multimodal Data Fusion for Systems Improvement

N Gaw, S Yousefi, MR Gahrooei - … from the Air Force Institute of …, 2022 - books.google.com
102 Handbook of Scholarly Publications from AFIT, Volume 1, 2000–2020 about the system.
Like Rumi's elephant in the dark room, each instrument or sensor collects partial information …