Part 1: Mathematical Foundations for Inverse Problems
Chapter 1: Functional Analysis for Imaging
Advanced~200 min
Learning Objectives
- Define Banach and Hilbert spaces and verify completeness for the family
- State and prove the Riesz representation and orthogonal projection theorems
- Characterize bounded, compact, and adjoint operators and compute their norms
- Decompose a compact operator via its singular system and state the Picard condition
- Work with distributions, Sobolev spaces, and Green's functions in the PDE sense
- Formulate an imaging problem as a compact forward operator between Hilbert spaces
Sections
Prerequisites
💬 Discussion
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