生体医工学と医療のための計算知能ハンドブック Handbook of Computational Intelligence in Biomedical Engineering and Healthcare

著者名：Nayak, Janmenjoy (EDT)/Naik, Bighnaraj (EDT)/Pelusi, Danilo (EDT)/Das, Asit Kumar (EDT)

Academic Press（2021/04/08発売）

• 言語：ENG
• ISBN：9780128222607
• eISBN：9780128222614

Description

Handbook of Computational Intelligence in Biomedical Engineering and Healthcare helps readers analyze and conduct advanced research in specialty healthcare applications surrounding oncology, genomics and genetic data, ontologies construction, bio-memetic systems, biomedical electronics, protein structure prediction, and biomedical data analysis. The book provides the reader with a comprehensive guide to advanced computational intelligence, spanning deep learning, fuzzy logic, connectionist systems, evolutionary computation, cellular automata, self-organizing systems, soft computing, and hybrid intelligent systems in biomedical and healthcare applications. Sections focus on important biomedical engineering applications, including biosensors, enzyme immobilization techniques, immuno-assays, and nanomaterials for biosensors and other biomedical techniques.Other sections cover gene-based solutions and applications through computational intelligence techniques and the impact of nonlinear/unstructured data on experimental analysis.- Presents a comprehensive handbook that covers an Introduction to Computational Intelligence in Biomedical Engineering and Healthcare, Computational Intelligence Techniques, and Advanced and Emerging Techniques in Computational Intelligence- Helps readers analyze and do advanced research in specialty healthcare applications- Includes links to websites, videos, articles and other online content to expand and support primary learning objectives

Table of Contents

Part 1: Computational Intelligence in Bioengineering and Health Care: An Introduction1. Data Analysis in Bioengineering and Health Care: Advances and Challenges2. Impact of Data Type and Analysis on Nature of Data3. Computational Intelligence in Healthcare: Real Life ApplicationsPart 2: Computational Intelligence Techniques4. Computational Intelligence: Past to Present5. Computational Intelligence: Methods and Tools6. Computational Intelligence: Trends and Applications7. Computational Intelligence: Issues and Future ChallengesPart 3: Computational Intelligence in Bioengineering: A step towards the Next8. Advance Computational Intelligence Techniques in bioengineering9. A Case Study10. New Technologies for biosensors11. Performance Analysis: Statistical Approach