Near-optimal bounds for phase synchronization

Y Zhong, N Boumal - SIAM Journal on Optimization, 2018 - SIAM
The problem of estimating the phases (angles) of a complex unit-modulus vector z from their
noisy pairwise relative measurements C=zz^*+σW, where W is a complex-valued Gaussian …

Averaging stochastic gradient descent on Riemannian manifolds

N Tripuraneni, N Flammarion… - … On Learning Theory, 2018 - proceedings.mlr.press
We consider the minimization of a function defined on a Riemannian manifold $\mathcal {M}
$ accessible only through unbiased estimates of its gradients. We develop a geometric …

Simultaneous position and orientation estimation for visible light systems with multiple LEDs and multiple PDs

S Shen, S Li, H Steendam - IEEE Journal on Selected Areas in …, 2020 - ieeexplore.ieee.org
Visible light communication (VLC) is seen as a supplement for fifth-generation (5G) wireless
communication in short-range high data rate communication applications [1]. A reliable VLC …

Cramér–Rao bounds and optimal design metrics for pose-graph SLAM

Y Chen, S Huang, L Zhao… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Two-dimensional (2-D)/3-D pose-graph simultaneous localization and map** (SLAM) is a
problem of estimating a set of poses based on noisy measurements of relative rotations and …

Cramér–Rao bounds for synchronization of rotations

N Boumal, A Singer, PA Absil… - … and Inference: A …, 2014 - ieeexplore.ieee.org
Synchronization of rotations is the problem of estimating a set of rotations R i∈ SO (n), i= 1⋯
N, based on noisy measurements of relative rotations R i R j⊤. This fundamental problem …

On the estimation performance and convergence rate of the generalized power method for phase synchronization

H Liu, MC Yue, A Man-Cho So - SIAM Journal on Optimization, 2017 - SIAM
An estimation problem of fundamental interest is that of phase (or angular) synchronization,
in which the goal is to recover a collection of phases (or angles) using noisy measurements …

[PDF][PDF] Optimization and estimation on manifolds.

N Boumal - 2014 - dial.uclouvain.be
How to make the best decision? This general concern, pervasive in both research and
industry, is what optimization is all about. Optimization is a field of applied mathematics …

Optimal full ranking from pairwise comparisons

P Chen, C Gao, AY Zhang - The Annals of Statistics, 2022 - projecteuclid.org
The supplement [10] includes all the technical proofs. In Appendix A, we first give the proof
of Theorem 3.1. In Appendix B, we give the proof of Theorem 4.1. After that, we prove …

Barankin, McAulay–Seidman and Cramér–Rao bounds on matrix lie groups

S Labsir, A Renaux, J Vilà-Valls, E Chaumette - Automatica, 2023 - Elsevier
In this article, we first derive a general intrinsic Barankin bound (IBB) for unknown
parameters lying on Lie groups (LGs), and its intrinsic McAulay–Seidman bound (IMSB) …

Intrinsic Cramér–Rao bounds for scatter and shape matrices estimation in CES distributions

A Breloy, G Ginolhac, A Renaux… - IEEE Signal Processing …, 2018 - ieeexplore.ieee.org
Scatter matrix and its normalized counterpart, referred to as shape matrix, are key
parameters in multivariate statistical signal processing, as they generalize the concept of …