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L q-closest-point to affine subspaces using the generalized Weiszfeld Algorithm

Aftab, Khurrum; Hartley, Richard; Trumpf, Jochen

Description

This paper presents a method for finding an Lq - closest-point to a set of affine subspaces, that is a point for which the sum of the q-th power of orthogonal distances to all the subspaces is minimized, where 1 ≤ q < 2. We give a theoretical proof for the convergence of the proposed algorithm to a unique Lq minimum. The proposed method is motivated by the Lq Weiszfeld algorithm, an extremely simple and rapid averaging algorithm, that finds the Lq mean of a set of given points in a...[Show more]

CollectionsANU Research Publications
Date published: 2015-02-13
Type: Journal article
URI: http://hdl.handle.net/1885/13082
Source: International Journal of Computer Vision
DOI: 10.1007/s11263-014-0791-8

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