Intelligent and Adaptive Systems in Medicine

ISBN-13: 9780367387624 / Angielski / Miękka / 2019 / 400 str.

Olivier C. L. Haas; Keith J. Burnham

Opis

This book clearly and concisely explains a range of adaptive and intelligent systems, highlighting their benefits and limitations with realistic medical examples. It illustrates how these systems can be used in all stages of medical treatment. Each chapter presents a family of an intelligent and adaptive system, explains the techniques and algorithms behind these systems, and explores how to solve medical and biomedical problems using intelligent and adaptive systems. The book focuses on the tools of fuzzy logic, artificial neural networks, neuro-fuzzy modeling, adaptive and predictive control, systems and statistical modeling, and image processing.

Spis treści

Intelligent and Adaptive Systems: A Control Engineer Perspective. Intelligent Control Systems in Anaesthesia. Control Methods and Intelligent Systems in Quality Control of Megavoltage Treatment Machines. Neural, Fuzzy, and Neuro-Fuzzy Systems for Medical Applications. The Soft Computing Technique of Fuzzy Cognitive Maps for Decision Making in Radiotherapy. Neural Networks in Radiation Therapy. Neural Networks for Estimating Probability Distributions for Survival Analysis. Some Applications of Intelligent Systems in Cancer Treatment: A Review. Fuzzy Systems and Deformable Models. Texture Analysis and Classification Techniques for Cancer Diagnosis. Index.

O autorze

Olivier C. L. Haas, Keith J. Burnham