Description
Methodology in Radiomics: Step-by-step Guide in Radiomics Pipeline is an essential resource for anyone interested in the rapidly evolving field of radiomics. This comprehensive guide delves into the history and fundamental principles of radiomics, providing readers with a clear understanding of how to implement each step in the radiomic pipeline. The book is designed to bridge the gap between radiomics research and clinical practice, making it an invaluable reference for imaging scientists, researchers, and medical professionals. The book not only covers the basics but also includes troubleshooting techniques to overcome common challenges.It discusses current research and future directions, offering insights into the potential of radiomics in clinical settings. This guide ensures that readers are well-equipped to navigate the complexities of radiomics, fostering a deeper understanding of its applications and advances in medical imaging.- Provides a complete overview of the history and fundamentals of radiomics- Includes step-by step guidance for designing a high-quality radiomic study- Offers comprehensive information necessary for the interpretation of radiomic studies' methodology and results- Reviews radiomics applications in healthcare and future directions in research
Table of Contents
1. Brief history and fundamentals of radiomics2. Sourcing good data: from image acquisition to segmentation3. Radiomics features: making order out of chaos4. Standardization and quality assessment5. From statistics to machine learning: principles of data analysis6 Model validation7. Deriving knowledge from different sources: radiomics and clinical data8. Deep radiomics9. The multi-omics breakthrough in the new age of data10. The open chapter: radiomics applications in healthcare
