Full 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.
Contents
1. Brief history and fundamentals of radiomics
Salvatore Claudio Fanni
2.Sourcing good data: from image acquisition to segmentation
Alessandra Borgheresi, Francesco Mariotti and Andrea Agostini
3. Radiomics features: making order out of chaos
Andrea Barucci, Marco Giannelli, Alessia Giuliano, Daniela Marfisi, Fabrizio Argenti and Giulia Ciacci
4. Standardization and quality assessment
Elisavet Kapetanou, Matthaios Triantafyllou and Michail E. Klontzas
5. From statistics to machine learning: principles of data analysis
Piernicola Oliva, Maria Evelina Fantacci and Alessandra Retico
6. Model validation
Renato Cuocolo, Arnaldo Stanzione, Andrea Ponsiglione, Lorenzo Ugga and Burak Kocak
7. Deriving knowledge from different sources: radiomics and clinical data
Francesca Pia Caputo and Emanuele Neri
8. Deep radiomics
Valentina Giannini
9. The multiomics breakthrough in the new age of data
Ana Jimenez-Pastor and Alejandro Vergara-Richart
10.The open chapter: applications in healthcare—oncologic applications
Vincenza Granata, Marta Zerunian, Roberta Fusco, Damiano Caruso and Andrea Laghi
11. The open chapter: applications in healthcare—cardiac imaging applications
Márton Kolossváry and Nicola Galea
12. The open chapter: applications in healthcare - neuroradiology applications
Gennaro D'Anna and Lorenzo Ugga
