# Smooth Projections and Optimally Sparse Representation of Cartoon-like Cylindrical Solids

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In this dissertation, we explore two mathematical structures: projections and sparse representations. Projections are self-adjoint and idempotent linear operators that can be used to decompose a function space into smaller components thus making it easier to analyze. First, we extend the construction of smooth orthogonal projections on