Artificial Intelligence Strategies for Early Intervention in Neurodegeneration

de Albuquerque, Victor Hugo Costa/ Giri, Diksha/ Panigrahi, Ranjit

Academic Press Inc（2025/08発売）

• 製本 Paperback:紙装版/ペーパーバック版／ページ数 250 p.
• 言語 ENG
• 商品コード 9780443363801
• DDC分類 660.6028563

Full Description

Artificial Intelligence Strategies for Early Intervention in Neurodegeneration addresses the challenges surrounding the implementation of AI-based diagnoses of neurological disorders. These challenges include the lack of large, high-quality datasets, the necessity for standardization of data collection and analysis protocols, technical hurdles in developing accurate and reliable AI algorithms, and the requirement for regulatory approval and integration into clinical workflows. The book's content provides guidance to researchers on how to develop and integrate AI algorithms and biomarker analysis into their workflow, leading to a significant change in disease diagnosis.

These techniques involve the analysis of physiological signals and images to identify patterns associated with specific diseases, and how AI algorithms can analyze medical imagery and movement and speech patterns to identify early signs of neurodegenerative diseases.

Contents

1. Introduction to Neurodegenerative Diseases
2. Clinical Aspects and Advances in Neurodegenerative Diseases
3. Biomarkers for Non-Invasive Detection of Neuro Disease Detection
4. Non-Invasive Approaches for Neuro Disease Detection Using Artificial Intelligence and Gait Signal Data
5. The Potential of Gait Signal and Deep Learning Models for Accurate Neurological Disease Detection - A Case Study