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Methodology in Radiomics cover

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

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Book Details

Print ISBN9780443292422
eText ISBN9780443292439
PublisherAcademic Press
Publishing Year2025
Edition1st Edition
LanguageEnglish
Pages248

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

  1. Chapter 1: Brief history and fundamentals of radiomics

  2. Chapter 2: Sourcing good data: from image acquisition to segmentation

  3. Chapter 3: Radiomics features: making order out of chaos

  4. Chapter 4: Standardization and quality assessment

  5. Chapter 5: From statistics to machine learning: principles of data analysis

  6. Chapter 6: Model validation

  7. Chapter 7: Deriving knowledge from different sources: radiomics and clinical data

  8. Chapter 8: Deep radiomics

  9. Chapter 9: The multiomics breakthrough in the new age of data

  10. Chapter 10: The open chapter: applications in healthcare—oncologic applications

  11. Chapter 11: The open chapter: applications in healthcare—cardiac imaging applications

  12. 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

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