1. Introduction

2. Definition of the IUQ Problem

3. The Full and Modular Bayesian Approaches

4. IUQ Methods Developed/Used in the PREMIUM Benchmark

5. The SAPIUM Project

6. Other IUQ Approaches

7. Evaluation of the Reviewed IUQ Methods

8. Challenges and Research Needs

9. Conclusions