Methodology in Radiomics

Step-By-Step Guide in Radiomics Pipeline
Herausgeber: Fanni, Salvatore Claudio; Neri, Emanuele; Castiglioni, Isabella; Faggioni, Lorenzo

• Broschiertes Buch

Produktbeschreibung

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.

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Produktdetails

• Verlag: Elsevier Science
• Seitenzahl: 250
• Erscheinungstermin: 1. September 2025
• Englisch
• ISBN-13: 9780443292422
• ISBN-10: 0443292426
• Artikelnr.: 72649468

Inhaltsangabe

1. Brief history and fundamentals of radiomics
2. Sourcing good data: from image acquisition to segmentation
3. Radiomics features: making order out of chaos
4. Standardization and quality assessment
5. From statistics to machine learning: principles of data analysis
6 Model validation
7. Deriving knowledge from different sources: radiomics and clinical data
8. Deep radiomics
9. The multi-omics breakthrough in the new age of data
10. The open chapter: radiomics applications in healthcare