A Systematic Literature Review of Artificial Intelligence Applications for Diagnosing Hand Tremor Disorders Through Video Analysis

Eduardo Furtado, Ana Garcia

2024

Abstract

In neurodegenerative disorders, accurate diagnosis of hand tremors serves as a cornerstone for effective management and treatment plans. With the burgeoning advances in Artificial Intelligence and machine learning, substantial promise exists for devising robust and reliable diagnostic methodologies. This paper presents a systematic literature review analyzing 17 key studies that have employed machine-learning techniques to diagnose hand tremors. The scrutiny is multidimensional, elucidating the primary research objectives, patient tasks during studies, distinct features utilized by the machine learning models, and various validation techniques applied. The aim is to offer a synthesized research landscape, identifying recurring methodologies and techniques. Moreover, we seek to underscore gaps and potential avenues for future investigations. Through this systematic examination, we endeavor to contribute to the scholarly discourse, aiding the focused and coherent advancement of machine learning-based diagnostic models within this critical healthcare domain.

Paper Citation

in Harvard Style

Furtado E. and Garcia A. (2024). A Systematic Literature Review of Artificial Intelligence Applications for Diagnosing Hand Tremor Disorders Through Video Analysis. In Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART; ISBN 978-989-758-680-4, SciTePress, pages 707-717. DOI: 10.5220/0012385400003636

in Bibtex Style

@conference{icaart24,
author={Eduardo Furtado and Ana Garcia},
title={A Systematic Literature Review of Artificial Intelligence Applications for Diagnosing Hand Tremor Disorders Through Video Analysis},
booktitle={Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART},
year={2024},
pages={707-717},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012385400003636},
isbn={978-989-758-680-4},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART
TI - A Systematic Literature Review of Artificial Intelligence Applications for Diagnosing Hand Tremor Disorders Through Video Analysis
SN - 978-989-758-680-4
AU - Furtado E.
AU - Garcia A.
PY - 2024
SP - 707
EP - 717
DO - 10.5220/0012385400003636
PB - SciTePress