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An extension of the angular synchronization problem to the heterogeneous setting

Abstract:

Given an undirected measurement graph G = ([n],E), the classical angular synchronization problem consists of recovering unknown angles θ1, . . . , θn from a collection of noisy pairwise measurements of the form (θi−θj ) mod 2π, for each {i, j} ∈ E. This problem arises in a variety of applications, including computer vision, time synchronization of distributed networks, and ranking from preference relationships. In this paper, we consider a generalization to the setting where there exist k unk...

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Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.3934/fods.2021036

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Institution:
University of Oxford
Division:
MPLS
Department:
Statistics
Oxford college:
Merton College
Role:
Author
ORCID:
0000-0002-8464-2152
Publisher:
American Institute of Mathematical Sciences Publisher's website
Journal:
Foundations of Data Science Journal website
Volume:
4
Issue:
1
Pages:
71-122
Publication date:
2022-01-21
DOI:
EISSN:
2639-8001
Language:
English
Keywords:
Pubs id:
1239366
Local pid:
pubs:1239366
Deposit date:
2022-10-07

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