
Methodology in Radiomics
Step-by-step Guide in Radiomics Pipeline
by Salvatore Claudio Fanni, Lorenzo Faggioni, Isabella Castiglioni, Emanuele Neri
1st Edition
Publisher: Academic Press
Book Details
| Print ISBN | 9780443292422 |
| eText ISBN | 9780443292439 |
| Publisher | Academic Press |
| Publishing Year | 2025 |
| Edition | 1st Edition |
| Language | English |
| Pages | 248 |
The reference Methodology in Radiomics, 1st Edition, offers step-by-step guidance for implementing each stage of the radiomic pipeline and designing radiomic studies. Created to support practicing clinicians, mainly radiologists, imaging scientists, and informatics researchers, this volume establishes a structured framework for quantitative research across academic and medical environments.
Coverage begins with the historical background and fundamental principles of radiomics before addressing data sourcing protocols. The text details procedures ranging from initial image acquisition through precise image segmentation. From there, the material advances through analytical procedures, progressing systematically from statistical principles to machine learning algorithms and formal model validation.
As a defining feature, the reference explores advanced analytical concepts, including deep radiomics and multiomics breakthroughs. It further addresses methodologies for deriving actionable knowledge by integrating radiomic features with clinical data to support medical professionals in organizing quantitative research projects.
Table of Contents
Chapter 1: Brief history and fundamentals of radiomics
Chapter 2: Sourcing good data: from image acquisition to segmentation
Chapter 3: Radiomics features: making order out of chaos
Chapter 4: Standardization and quality assessment
Chapter 5: From statistics to machine learning: principles of data analysis
Chapter 6: Model validation
Chapter 7: Deriving knowledge from different sources: radiomics and clinical data
Chapter 8: Deep radiomics
Chapter 9: The multiomics breakthrough in the new age of data
Chapter 10: The open chapter: applications in healthcare—oncologic applications
Chapter 11: The open chapter: applications in healthcare—cardiac imaging applications
Chapter 12: The open chapter: applications in healthcare – neuroradiology applications
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▶Research Sources (16)
- Methodology in Radiomics - 1st Edition - Elsevier Shop
- [PDF] Methodology in Radiomics by Salvatore Claudio Fanni ...
- Methodology in Radiomics, eBook by Salvatore Claudio Fanni | Step ...
- Methodology in Radiomics - Salvatore Claudio Fanni ... - Bokkilden
- Methodology in Radiomics - Ebok (9780443292439)
- Methodology in Radiomics (ebook) | 9780443292439 | Boeken | bol
- Parentheses
- Books - Vision Publishing
- Thompson Learn.
- Methodology in Radiomics - ScienceDirect.com
- Step-By-Step Guide in Radiomics Pipeline - Books-A-Million
- Methodology in Radiomics (New) | Salvatore Claudio Fanni
- Methodology in Radiomics by Salvatore Claudio Fanni, Lorenzo ...
- Methodology in Radiomics - Miami University Online Bookstore
- Machine and Deep Learning Methods for Radiomics - PMC
- Step by step Guide in Radiomics Pipeline: 9780443292422





