Intelligent Medicine on Prediction of Pelvic Lymph Node Metastasis

Erscheinungsjahr 2024
ISBN: 978-0-443-33875-5
Verlag: Elsevier Science & Technology

Buch, Englisch, Format (B × H): 191 mm x 235 mm, Gewicht: 570 g

Intelligent Medicine on Prediction of Pelvic Lymph Node Metastasis focuses on leveraging intelligent medical techniques to predict lymph node metastasis, using pelvic cancer as a primary case study. Combined with the actual clinical application scenarios, this book introduces deep neural network models, application systems, and carries out method concentrated on the four major links of lymph node location, partition, segmentation and metastasis prediction, aiming to provide theoretical and experimental reference for researchers in this field. In 8 chapters this title introduces the reader to intelligent medicine and deep neural networks, summarises the intelligent biological neural network and the classical artificial neural network, introduces several commonly used network architectures and a new neural network model, and introduces the deep learning based algorithms on lymph nodes metastasis prediction, summarising the method and experimental results. This book is a friendly learning tool, providing beginners and researchers with an in-depth knowledge of deep learning and how to develop intelligent medicine methods in lymph node metastasis prediction.

Autoren/Hrsg.

Zhang, Haixian

Yi, Zhang

Wang, Ziqiang

Fachgebiete

• Naturwissenschaften Biowissenschaften Biowissenschaften

Inhaltsverzeichnis

1. Introduction
2. Some Popular Neural Networks
3. Introduction to Pelvic Lymph Nodes and Data Preparations
4. Intelligent Localization of Pelvic Lymph Nodes
5. Intelligent Partition of Pelvic Lymph Nodes
6. Intelligent Segmentation of Pelvic Lymph Nodes and Accessory Accompanying Pelvis Artery
7. Intelligent Prediction of Pelvic Lymph Node Metastasis
8. Summary

Über Autor(innen)

Wang, Ziqiang
Ziqiang Wang received the Ph.D. degree in clinical medicine from Third Military Medical University of Chinese P.L.A. He popularized the Expert Consensus on the Diagnosis and Treatment of Lateral Lymph Node Metastasis in Rectal Cancer in China as the pioneer leader. He currently works as the director of Colorectal Cancer Surgery in West China Hospital, Chengdu. He majors in colorectal cancer and minimally invasive radical surgery.

Yi, Zhang
Dr. Zhang Yi received the Ph.D. degree in mathematics from the Institute of Mathematics, Chinese Academy of Science, Beijing, China, in 1994. He is currently a Professor with the Machine Intelligence Laboratory, College of Computer Science, Sichuan University, Chengdu, China. He has coauthored several book. His current research interests include neural networks and big data. Prof. Yi was an Associate Editor of the IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS and the IEEE TRANSACTIONS ON CYBERNETICS in 2014.

Zhang, Haixian
Haixian Zhang received the Ph.D. degree in Applied Mathematics from the University of Electronic Science and Technology of China, Chengdu, China, in 2010. She was a visiting scholar at Oklahoma State University in 2016. She is currently an Associate Professor with the College of Computer Science, Sichuan University, Chengdu. Her current research interests include neural networks and medical Intelligence