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Alle Oberthemen / Informatik / Computergrafik / Schwerpunktkolloquium: Basic Techniques, Geometry Processing, Global Illumination
96
Explain the Singular Value Decomposition!
Given , a system

might be over- or under-determined. We still want to compute an approximate solution.

For any such , there exists the Singular Value Decomposition
where
is orthonormal:

is orthonormal:

From this, we can construct the pseudo-inverse

where
where

Due to numerical imprecisions, we use


Now, we can compute a solution:





This solution is
  • a solution in the least-squares sense if M is overdetermined
  • a solution in the last-norm sense if M in underdetermined
Neuer Kommentar
Karteninfo:
Autor: janisborn
Oberthema: Informatik
Thema: Computergrafik
Schule / Uni: RWTH Aachen
Ort: Aachen
Veröffentlicht: 18.05.2022

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