Migraine triggers, phases, and classification using machine learning models

Our study presents a realistic assessment of promising models that are dependable in aiding physicians. The study shows the performance of various models based on the classification metrics computed for each model. It is evident from the results that the artificial neural network (ANN) performs better, irrespective of the sampling techniques used. With these machine learning models, types of migraines can be classified with high accuracy and reliability, enabling physicians to make timely clinical diagnoses of patients.

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Publication Details

Journal
Frontiers in Neurology
Published
2025-05-09
DOI
https://doi.org/10.3389/fneur.2025.1555215
Citations
3
Primary Topic
Migraine and Headache Studies
Type
article
Field-Weighted Citation Impact
4.41
Controls
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article

Migraine triggers, phases, and classification using machine learning models

A. V. Gurava Reddy, A. Ramamohana Reddy
3 citations
Frontiers in Neurology
Migraine and Headache Studies
4.41
article

Migraine triggers, phases, and classification using machine learning models

A. V. Gurava Reddy, A. Ramamohana Reddy
article en
3 citations

Abstract

Our study presents a realistic assessment of promising models that are dependable in aiding physicians. The study shows the performance of various models based on the classification metrics computed for each model. It is evident from the results that the artificial neural network (ANN) performs better, irrespective of the sampling techniques used. With these machine learning models, types of migraines can be classified with high accuracy and reliability, enabling physicians to make timely clinical diagnoses of patients.

Frontiers in NeurologyVol. 16
San Juan Bautista School of Medicine (PR), Neurology Specialists of Monmouth County (US)
Openalex Percentile: Top 6%
Migraine and Headache Studies
4.41
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