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Alternating Projections on Nontangential Manifolds

Andersson, Fredrik LU and Carlsson, Marcus LU (2013) In Constructive Approximation 38(3). p.489-525
Abstract
We consider sequences of points obtained by projecting a given point B=B (0) back and forth between two manifolds and , and give conditions guaranteeing that the sequence converges to a limit . Our motivation is the study of algorithms based on finding the limit of such sequences, which have proved useful in a number of areas. The intersection is typically a set with desirable properties but for which there is no efficient method for finding the closest point B (opt) in . Under appropriate conditions, we prove not only that the sequence of alternating projections converges, but that the limit point is fairly close to B (opt) , in a manner relative to the distance ayenB (0)-B (opt) ayen, thereby significantly improving earlier results in... (More)
We consider sequences of points obtained by projecting a given point B=B (0) back and forth between two manifolds and , and give conditions guaranteeing that the sequence converges to a limit . Our motivation is the study of algorithms based on finding the limit of such sequences, which have proved useful in a number of areas. The intersection is typically a set with desirable properties but for which there is no efficient method for finding the closest point B (opt) in . Under appropriate conditions, we prove not only that the sequence of alternating projections converges, but that the limit point is fairly close to B (opt) , in a manner relative to the distance ayenB (0)-B (opt) ayen, thereby significantly improving earlier results in the field. (Less)
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author
and
organization
publishing date
type
Contribution to journal
publication status
published
subject
keywords
Alternating projections, Convergence, Non-convexity, Low-rank, approximation, Manifolds
in
Constructive Approximation
volume
38
issue
3
pages
489 - 525
publisher
Springer
external identifiers
  • wos:000326347600006
  • scopus:84886801436
ISSN
0176-4276
DOI
10.1007/s00365-013-9213-3
language
English
LU publication?
yes
id
79ef41bf-efe1-47d7-a093-23f0ddebd25f (old id 4204312)
date added to LUP
2016-04-01 11:07:17
date last changed
2022-05-18 08:31:54
@article{79ef41bf-efe1-47d7-a093-23f0ddebd25f,
  abstract     = {{We consider sequences of points obtained by projecting a given point B=B (0) back and forth between two manifolds and , and give conditions guaranteeing that the sequence converges to a limit . Our motivation is the study of algorithms based on finding the limit of such sequences, which have proved useful in a number of areas. The intersection is typically a set with desirable properties but for which there is no efficient method for finding the closest point B (opt) in . Under appropriate conditions, we prove not only that the sequence of alternating projections converges, but that the limit point is fairly close to B (opt) , in a manner relative to the distance ayenB (0)-B (opt) ayen, thereby significantly improving earlier results in the field.}},
  author       = {{Andersson, Fredrik and Carlsson, Marcus}},
  issn         = {{0176-4276}},
  keywords     = {{Alternating projections; Convergence; Non-convexity; Low-rank; approximation; Manifolds}},
  language     = {{eng}},
  number       = {{3}},
  pages        = {{489--525}},
  publisher    = {{Springer}},
  series       = {{Constructive Approximation}},
  title        = {{Alternating Projections on Nontangential Manifolds}},
  url          = {{http://dx.doi.org/10.1007/s00365-013-9213-3}},
  doi          = {{10.1007/s00365-013-9213-3}},
  volume       = {{38}},
  year         = {{2013}},
}