Langbeschreibung
This new volume discusses the applications and challenges of deep learning and the internet of things for applications in healthcare. It describes deep learning techniques in conjunction with IoT used by practitioners and researchers worldwide.The authors explore the convergence of IoT and deep learning to enable things to communicate, share information, and coordinate decisions. The book includes deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology. Chapters look at assistive devices in healthcare, alerting and detection devices, energy efficiency in using IoT, data mining for gathering health information for individuals with autism, IoT for mobile applications, and more. The text also offers mathematical and conceptual background that presents the latest technology as well as a selection of case studies.
Inhaltsverzeichnis
1. Deep Learning for HealthcareC. Deepa and K. Tharageswari2. Role of AI in HealthcareSonia Singla3. Case Studies: Healthcare and Deep LearningAshish Tripathi, Arun Kumar Singh, K. K. Mishra, Pushpa Choudhary, and Prem Chand Vashist4. Assistive Devices and IoT in Healthcare FunctionsAbhineet Anand, Sai Prasad Mishra, and Subrata Sahana5. Impact of IoT on Healthcare-Assistive DevicesR. Indrakumari, Rishabh Kumar Srivastava, Subba, and Manavalan6. Smart Fall Detection Systems for Elderly CarePratik Bhattacharjee and Suparna Biswas7. Smart Sensors Transform Healthcare SystemAmrita Rai, Shylaja Vinaykumar Karatangi, Reshu Agarwal, and Om Prakash8. Healthcare Applications of the Internet of Things (IoT)Ritam Dutta, Subhadip Chowdhury, and Ahmed A Elngar9. Mobile-App-Enabled System for HealthcareVikram Sandhu and Harleen Kaur10. Energy-Efficient Network Design for Healthcare ServicesAmit Sehgal, T. L. Singal, Rajeev Agrawal, and Sweta Sneha11. Applying Data Mining to Detect the Mental State and Small Muscle Movements for Individuals with Autism Spectrum Disorder (ASD)Rashbir Singh, Prateek Singh, and Latika Kharb