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XuetangX

Big data analytics and smart rehabilitation

Sun Yat-sen University via XuetangX

Overview






Course Background

Big data analysis and smart rehabilitation have become key trends in modern rehabilitation medicine. By leveraging advanced computing technologies, artificial intelligence (AI) algorithms, and Internet of Things (IoT) devices, healthcare professionals can assess patients’ functional status more accurately, optimize rehabilitation plans, and implement personalized interventions. This course focuses on the application of big data in rehabilitation medicine, helping learners master data-driven approaches to improve rehabilitation outcomes.

Course Content

This course consists of the following core modules:

  1. Fundamentals of Big Data Analysis – Data collection, preprocessing, statistical analysis methods, and visualization techniques.

  2. Artificial Intelligence in Rehabilitation – Machine learning, deep learning, and their applications in gait analysis and neurorehabilitation.

  3. Smart Rehabilitation Devices – Wearable technologies, remote rehabilitation systems, and virtual reality (VR)-based training.

  4. Clinical Case Studies – Real-world rehabilitation cases demonstrating the integration of big data techniques for clinical decision-making.

  5. Future Trends in Smart Rehabilitation – Emerging developments and the integration of intelligent rehabilitation technologies into healthcare systems.

Course Objectives

  • Understand the fundamental principles of big data analysis and its applications in rehabilitation medicine.

  • Learn how to operate and evaluate smart rehabilitation devices for clinical use.

  • Enhance data-driven decision-making skills in rehabilitation research and practice.

  • Explore innovative AI-powered rehabilitation strategies to improve patient outcomes.

This course is designed to bridge the gap between data science and rehabilitation medicine, providing participants with the knowledge and tools needed to harness big data for smarter, more efficient rehabilitation interventions.




Syllabus

  • Big Data - Overview
    • Big Data in Autism Rehabilitation
      • Big Data in Low Back Pain Rehabilitation
        • Big Data in Stroke Rehabilitation
          • Smart Rehabilitation in China
            • Digital Health Intervention Service
              • Part I - DHIs for client
              • Part II - DHIs for clinician
              • Part III - DHIs for service provider
            • Smart Rehabilitation for Autism
              • Smart Rehabilitation Low Back Pain
                • 期末考试

                  Taught by

                  Wai Leung Ambrose Lo

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