书目名称 | Introduction to Artificial Intelligence |
编辑 | Michail E. Klontzas,Salvatore Claudio Fanni,Emanue |
视频video | http://file.papertrans.cn/474/473434/473434.mp4 |
概述 | Provides an introduction to the basics of artificial intelligence for medical imaging professionals.Written in minimally technical language to enable the comprehension of complicated computer science |
丛书名称 | Imaging Informatics for Healthcare Professionals |
图书封面 |  |
描述 | .This book aims to provide physicians and scientists with the basics of Artificial Intelligence (AI) with a special focus on medical imaging. The contents of the book provide an introduction to the main topics of artificial intelligence currently applied on medical image analysis. The book starts with a chapter explaining the basic terms used in artificial intelligence for novice readers and embarks on a series of chapters each one of which provides the basics on one AI-related topic. The second chapter presents the programming languages and available automated tools that enable the development of AI applications for medical imaging. The third chapter endeavours to analyse the main traditional machine learning techniques, explaining algorithms such as random forests, support vector machines as well as basic neural networks. The applications of those machines on the analysis of radiomics data is expanded in the fourth chapter to allow the understanding of algorithms used to build classifiers for the diagnosis of disease processes with the use of radiomics. Chapter five provides the basics of natural language processing which has revolutionized the analysis of complex radiological re |
出版日期 | Book 2023 |
关键词 | Deep Learning; Machine Learning; Radiomics; Informatics; Natural Language Processing; NLP; Artificial Inte |
版次 | 1 |
doi | https://doi.org/10.1007/978-3-031-25928-9 |
isbn_softcover | 978-3-031-25927-2 |
isbn_ebook | 978-3-031-25928-9Series ISSN 2662-1541 Series E-ISSN 2662-155X |
issn_series | 2662-1541 |
copyright | EuSoMII 2023 |