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Eigen Decomposition 📂Geometry

Eigen Decomposition

Definition1

  • Let us assume that MR3M \subset \mathbb{R}^{3} and ϵ>0\epsilon >0 are given. Let’s call dd the Euclidean distance. The set defined as follows is called the ϵ\epsilon - neighborhood of point PMP \in M.

    Np:={QM:d(P,Q)<ϵ} N_{p} := \left\{ Q \in M : d(P,Q) < \epsilon \right\}

  • Let’s say MR3M \subset \mathbb{R}^{3}. Given a function g:MR2g : M \to \R^{2}. For all open sets UR2U \subset \R^{2} containing g(P)g(P), if there exists a neighborhood NpN_{p} of PP that satisfies g(N)Ug(N) \subset U for ϵ\epsilon -, then gg is said to be continuous at PMP \in M.

  • If the inverse function x1:x(U)U\mathbf{x}^{-1} : \mathbf{x}(U) \to U of the simple surface x:UR3\mathbf{x} : U \to \R^{3} is continuous at every point in the domain x(U)\mathbf{x}(U), then x\mathbf{x} is called a proper patch.

Explanation

The ϵ\epsilon - neighborhood is the same as the intersection of an open ball with a radius of ϵ\epsilon on MM and R3\mathbb{R}^{3}.

Continuity is defined in the same way as continuity in topology, only limiting the domain to surfaces.

Saying that x\mathbf{x} is a proper patch means the same thing as saying that UU and x(U)\mathbf{x}(U) are homeomorphic. It’s like saying in topology that a doughnut and a cup are the same shape, implying that UU can be stretched or bent (without cutting or making holes) to match x(U)\mathbf{x}(U).


  1. Richard S. Millman and George D. Parker, Elements of Differential Geometry (1977), p88-89 ↩︎