Deep Learning Techniques for Biomedical and Health Informatics /
Deep Learning Techniques for Biomedical and Health Informatics provides readers with the state-of-the-art in deep learning-based methods for biomedical and health informatics. The book covers not only the best-performing methods, it also presents implementation methods. The book includes all the pre...
| Main Authors: | , , , , , |
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| Format: | software, multimedia |
| Language: | eng |
| Published: |
London : Academic Press,
2020
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| Subjects: | |
| Online Access: | https://www.sciencedirect.com/book/9780128190616 |
| _version_ | 1826472284932538368 |
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| author | Agarwal, Basant, editor 650746 Balas, Valentina Emilia, editor 635809 Jain, Lakhmi C., editor 239210 Poonia, Ramesh Chandra, editor 650747 Sharma, Manisha, editor 650748 ScienceDirect (Online service) 7722 |
| author_facet | Agarwal, Basant, editor 650746 Balas, Valentina Emilia, editor 635809 Jain, Lakhmi C., editor 239210 Poonia, Ramesh Chandra, editor 650747 Sharma, Manisha, editor 650748 ScienceDirect (Online service) 7722 |
| author_sort | Agarwal, Basant, editor 650746 |
| collection | OCEAN |
| description | Deep Learning Techniques for Biomedical and Health Informatics provides readers with the state-of-the-art in deep learning-based methods for biomedical and health informatics. The book covers not only the best-performing methods, it also presents implementation methods. The book includes all the prerequisite methodologies in each chapter so that new researchers and practitioners will find it very useful. Chapters go from basic methodology to advanced methods, including detailed descriptions of proposed approaches and comprehensive critical discussions on experimental results and how they are applied to Biomedical Engineering, Electronic Health Records, and medical image processing. |
| first_indexed | 2024-03-05T17:16:10Z |
| format | software, multimedia |
| id | KOHA-OAI-TEST:603845 |
| institution | Universiti Teknologi Malaysia - OCEAN |
| language | eng |
| last_indexed | 2024-03-05T17:16:10Z |
| publishDate | 2020 |
| publisher | London : Academic Press, |
| record_format | dspace |
| spelling | KOHA-OAI-TEST:6038452023-12-06T03:29:16ZDeep Learning Techniques for Biomedical and Health Informatics / Agarwal, Basant, editor 650746 Balas, Valentina Emilia, editor 635809 Jain, Lakhmi C., editor 239210 Poonia, Ramesh Chandra, editor 650747 Sharma, Manisha, editor 650748 ScienceDirect (Online service) 7722 software, multimedia Electronic books 631902 London : Academic Press,2020©2020engDeep Learning Techniques for Biomedical and Health Informatics provides readers with the state-of-the-art in deep learning-based methods for biomedical and health informatics. The book covers not only the best-performing methods, it also presents implementation methods. The book includes all the prerequisite methodologies in each chapter so that new researchers and practitioners will find it very useful. Chapters go from basic methodology to advanced methods, including detailed descriptions of proposed approaches and comprehensive critical discussions on experimental results and how they are applied to Biomedical Engineering, Electronic Health Records, and medical image processing.Includes index.Part I: Deep Learning for Biomedical Engineering and Health Informatics -- 1. Introduction to Deep Learning and Health Informatics -- 2. A survey on deep learning algorithms for biomedical engineering -- 3. Machine learning and deep learning for Biomedical and Health Informatics -- 4. Deep learning for bioinformatics and drug discovery -- 5. Deep learning for Clinical Decision Support Systems -- 6. Deep learning for efficient Patients disease diagnosis and monitoring systems -- 7. Deep learning based methods for the Prediction of disease -- 8. Deep learning / Convolutional Neural Networks for Lung Pattern Analysis -- 9. Recommender systems for Biomedical and Health informatics -- Part II: Deep Learning and Electronics Health Records -- 10. Deep Learning with Electronic Health Records (EHR) -- 11. Health Data Structures and Management -- 12. Deep Patient Similarity Learning with EHR -- 13. Natural Language Processing, Electronic Health Records, and Clinical Research -- 14. Healthcare Informatics to analyze patient health records to enable better clinical decision making and improved healthcare outcomes -- Part III: Deep Learning for Medical Image Processing -- 15. Machine Learning in Bio-medical Signal and Medical image processing -- 16. Deep Learning for Medical Image Recognition -- 17. Unsupervised Deep Feature Representations Learning for Bio-medical Image analysis -- 18. Deep learning for optimizing medical big data -- 19. Deep learning for Brain Image Analysis -- 20. Deep Learning for Automated Brain Tumor Segmentation in MRI Images -- 21. Deep Learning and the Future of Biomedical Image AnalysisDeep Learning Techniques for Biomedical and Health Informatics provides readers with the state-of-the-art in deep learning-based methods for biomedical and health informatics. The book covers not only the best-performing methods, it also presents implementation methods. The book includes all the prerequisite methodologies in each chapter so that new researchers and practitioners will find it very useful. Chapters go from basic methodology to advanced methods, including detailed descriptions of proposed approaches and comprehensive critical discussions on experimental results and how they are applied to Biomedical Engineering, Electronic Health Records, and medical image processing.Deep learning (Machine learning)Medical carehttps://www.sciencedirect.com/book/9780128190616URN:ISBN:9780128190616Remote access restricted to users with a valid UTM ID via VPN. |
| spellingShingle | Deep learning (Machine learning) Medical care Agarwal, Basant, editor 650746 Balas, Valentina Emilia, editor 635809 Jain, Lakhmi C., editor 239210 Poonia, Ramesh Chandra, editor 650747 Sharma, Manisha, editor 650748 ScienceDirect (Online service) 7722 Deep Learning Techniques for Biomedical and Health Informatics / |
| title | Deep Learning Techniques for Biomedical and Health Informatics / |
| title_full | Deep Learning Techniques for Biomedical and Health Informatics / |
| title_fullStr | Deep Learning Techniques for Biomedical and Health Informatics / |
| title_full_unstemmed | Deep Learning Techniques for Biomedical and Health Informatics / |
| title_short | Deep Learning Techniques for Biomedical and Health Informatics / |
| title_sort | deep learning techniques for biomedical and health informatics |
| topic | Deep learning (Machine learning) Medical care |
| url | https://www.sciencedirect.com/book/9780128190616 |
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