Jonathan H. Manton

Orcid: 0000-0002-5628-8563

Affiliations:
  • University of Melbourne, Department of Electrical and Electronic Engineering, Australia


According to our database1, Jonathan H. Manton authored at least 156 papers between 1997 and 2023.

Collaborative distances:

Awards

IEEE Fellow

IEEE Fellow 2016, "For contributions to geometric methods in signal processing and wireless communications".

Timeline

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Bibliography

2023
A Bayesian approach to (online) transfer learning: Theory and algorithms.
Artif. Intell., November, 2023

On OAMP: Impact of the Orthogonal Principle.
IEEE Trans. Commun., May, 2023

Orthogonal AMP for Problems With Multiple Measurement Vectors and/or Multiple Transforms.
IEEE Trans. Signal Process., 2023

On Distributed Nonconvex Optimisation via Modified ADMM.
IEEE Control. Syst. Lett., 2023

Orthogonal AMP for Problems with Multiple Measurement Vectors and/or Multiple Transforms.
CoRR, 2023

On the tightness of information-theoretic bounds on generalization error of learning algorithms.
CoRR, 2023

2022
Tracking and Regret Bounds for Online Zeroth-Order Euclidean and Riemannian Optimization.
SIAM J. Optim., 2022

ManifoldNet: A Deep Neural Network for Manifold-Valued Data With Applications.
IEEE Trans. Pattern Anal. Mach. Intell., 2022

An Information-Theoretic Analysis for Transfer Learning: Error Bounds and Applications.
CoRR, 2022

On Causality in Domain Adaptation and Semi-Supervised Learning: an Information-Theoretic Analysis.
CoRR, 2022

On Orthogonal Approximate Message Passing.
CoRR, 2022

Computationally-Efficient Sparsely-Connected Multi-Output Neural Networks for IM/DD System Equalization.
Proceedings of the Optical Fiber Communications Conference and Exhibition, 2022

Fast Rate Generalization Error Bounds: Variations on a Theme.
Proceedings of the IEEE Information Theory Workshop, 2022

2021
Towards Low Computational Complexity for Neural Network-Based Equalization in PAM4 Short-Reach Direct Detection Systems by Multi-Symbol Prediction.
Proceedings of the Optical Fiber Communications Conference and Exhibition, 2021

Online Transfer Learning: Negative Transfer and Effect of Prior Knowledge.
Proceedings of the IEEE International Symposium on Information Theory, 2021

From Bayesian Inference to MCMC and Convex Optimisation in Hadamard Manifolds.
Proceedings of the Geometric Science of Information - 5th International Conference, 2021

2020
Non-Parametric Decompounding of Pulse Pile-Up Under Gaussian Noise With Finite Data Sets.
IEEE Trans. Signal Process., 2020

Geometry, Manifolds, and Nonconvex Optimization: How Geometry Can Help Optimization.
IEEE Signal Process. Mag., 2020

Online Optimization Using Zeroth Order Oracles.
IEEE Control. Syst. Lett., 2020

Information-theoretic analysis for transfer learning.
Proceedings of the IEEE International Symposium on Information Theory, 2020

New Insights on Learning Rules for Hopfield Networks: Memory and Objective Function Minimisation.
Proceedings of the 2020 International Joint Conference on Neural Networks, 2020

An optimisation geometry framework for the Rayleigh quotient.
Proceedings of the 28th European Signal Processing Conference, 2020

2019
A Deep Neural Network for Manifold-Valued Data with Applications to Neuroimaging.
Proceedings of the Information Processing in Medical Imaging, 2019

The Riemannian Barycentre as a Proxy for Global Optimisation.
Proceedings of the Geometric Science of Information - 4th International Conference, 2019

2018
The Existence Question for Maximum-Likelihood Estimators in Time-of-Arrival-Based Localization.
IEEE Signal Process. Lett., 2018

Fast Kernel Smoothing by a Low-Rank Approximation of the Kernel Toeplitz Matrix.
J. Math. Imaging Vis., 2018

ManifoldNet: A Deep Network Framework for Manifold-valued Data.
CoRR, 2018

Global Optimisation for Time of Arrival-Based Localisation.
Proceedings of the 2018 IEEE Statistical Signal Processing Workshop, 2018

Limitations of Decision Based Pile-Up Correction Algorithms.
Proceedings of the 2018 IEEE Statistical Signal Processing Workshop, 2018

A Distributed Transmission Scheduling Algorithm for Wireless Networks Based on the Ising Model.
Proceedings of the 2018 IEEE Statistical Signal Processing Workshop, 2018

Modeling the Respiratory Central Pattern Generator with Resonate-and-Fire Izhikevich-Neurons.
Proceedings of the Neural Information Processing - 25th International Conference, 2018

Numerical Optimisation of Time-Varying Strongly Convex Functions Subject to Time-Varying Constraints.
Proceedings of the 57th IEEE Conference on Decision and Control, 2018

2017
Riemannian Gaussian Distributions on the Space of Symmetric Positive Definite Matrices.
IEEE Trans. Inf. Theory, 2017

Tracking Electroencephalographic Changes Using Distributions of Linear Models: Application to Propofol-Based Depth of Anesthesia Monitoring.
IEEE Trans. Biomed. Eng., 2017

Mathematical model of TGF-βsignalling: feedback coupling is consistent with signal switching.
BMC Syst. Biol., 2017

On some global topological aspects of manifold learning.
Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

Numerical filtering of linear state-space models with Markov switching.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Riemannian Gaussian Distributions on the Space of Positive-Definite Quaternion Matrices.
Proceedings of the Geometric Science of Information - Third International Conference, 2017

Density Estimation for Compound Cox Processes on Hyperspheres.
Proceedings of the Geometric Science of Information - Third International Conference, 2017

Performance metrics for energy spectrum estimation.
Proceedings of the 2017 IEEE Global Conference on Signal and Information Processing, 2017

Co-operative estimation for source localisation using binary sensors.
Proceedings of the 56th IEEE Annual Conference on Decision and Control, 2017

Optimisation geometry and its implications for optimisation algorithms.
Proceedings of the 2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2017

2016
Optimal Cable Laying Across an Earthquake Fault Line Considering Elliptical Failures.
IEEE Trans. Reliab., 2016

Isotropic Multiple Scattering Processes on Hyperspheres.
IEEE Trans. Inf. Theory, 2016

Filtering from observations on Stiefel manifolds.
Signal Process., 2016

Neural mass model-based tracking of anesthetic brain states.
NeuroImage, 2016

Low-resolution reconstruction of intensity functions on the sphere for single-particle diffraction imaging.
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

On an analogue signal processing circuit in the Nematode C. elegans.
Proceedings of the 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2016

2015
A framework for generalising the Newton method and other iterative methods from Euclidean space to manifolds.
Numerische Mathematik, 2015

A Primer on Reproducing Kernel Hilbert Spaces.
Found. Trends Signal Process., 2015

Quantifying gyrification using Laplace Beltrami eigenfunction level-sets.
Proceedings of the 12th IEEE International Symposium on Biomedical Imaging, 2015

Particle filtering with observations in a manifold.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Parameter estimation for multiple scattering process on the sphere.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

C. elegans locomotion analysis using algorithmic information theory.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

2014
Constellation Design for a Multicarrier Optical Wireless Communication Channel.
IEEE Trans. Commun., 2014

Approximate, Computationally Efficient Online Learning in Bayesian Spiking Neurons.
Neural Comput., 2014

Monte-carlo estimation from observation on stiefel manifold.
Proceedings of the IEEE International Conference on Acoustics, 2014

2013
Automatic Segmentation of Scaling in 2-D Psoriasis Skin Images.
IEEE Trans. Medical Imaging, 2013

Stationary Random Fields Arising From Second-Order Partial Differential Equations on Compact Lie Groups.
IEEE Trans. Inf. Theory, 2013

On Filtering with Observation in a Manifold: Reduction to a Classical Filtering Problem.
SIAM J. Control. Optim., 2013

Introduction to the issue on differential geometry in signal processing.
IEEE J. Sel. Top. Signal Process., 2013

A Primer on Stochastic Differential Geometry for Signal Processing.
IEEE J. Sel. Top. Signal Process., 2013

Power-Efficient Constellation Design for a Multicarrier Optical Wireless System.
Proceedings of the 32th IEEE Military Communications Conference, 2013

On data sparsification and a recursive algorithm for estimating a kernel-based measure of independence.
Proceedings of the IEEE International Conference on Acoustics, 2013

A quantitative technique for assessing the change in severity over time in psoriatic lesions using computer aided image analysis.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

Opinion dynamics with noisy information.
Proceedings of the 52nd IEEE Conference on Decision and Control, 2013

A gap metric perspective of well-posedness for nonlinear feedback interconnections.
Proceedings of the 2013 Australian Control Conference, Fremantle, WA, 2013

2012
Extrinsic Mean of Brownian Distributions on Compact Lie Groups.
IEEE Trans. Inf. Theory, 2012

Wiener filtering of rotation processes using ordered exponential.
Proceedings of the IEEE Statistical Signal Processing Workshop, 2012

Online learning in Bayesian Spiking Neurons.
Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), 2012

Automatic Scoring of Erythema and Scaling Severity in Psoriasis Diagnosis.
Proceedings of the AI 2012: Advances in Artificial Intelligence, 2012

2011
Distributed Principal Subspace Estimation in Wireless Sensor Networks.
IEEE J. Sel. Top. Signal Process., 2011

An introductory review of information theory in the context of computational neuroscience.
Biol. Cybern., 2011

Tracking Markov targets in binary sensor networks: Source coding and large deviation limits on the required number of queries.
Proceedings of the 8th International Conference on Information, 2011

2010
Decompounding on compact lie groups.
IEEE Trans. Inf. Theory, 2010

Stochastic Consensus Seeking With Noisy and Directed Inter-Agent Communication: Fixed and Randomly Varying Topologies.
IEEE Trans. Autom. Control., 2010

Bandwidth allocation in wireless ad hoc networks: Challenges and prospects.
IEEE Commun. Mag., 2010

Stochastic consensus over noisy networks with Markovian and arbitrary switches.
Autom., 2010

Erythema detection in digital skin images.
Proceedings of the International Conference on Image Processing, 2010

Decentralized Subspace Tracking via Gossiping.
Proceedings of the Distributed Computing in Sensor Systems, 2010

2009
Generic weighted filtering of stochastic signals.
IEEE Trans. Signal Process., 2009

A Cross-Relation-Based Frequency-Domain Method for Blind SIMO-OFDM Channel Estimation.
IEEE Signal Process. Lett., 2009

Blind Channel Estimation for Non-CP OFDM Systems Using Multiple Receive Antennas.
IEEE Signal Process. Lett., 2009

Coordination and Consensus of Networked Agents with Noisy Measurements: Stochastic Algorithms and Asymptotic Behavior.
SIAM J. Control. Optim., 2009

Capacity of a Single Spiking Neuron Channel.
Neural Comput., 2009

Spiking neuron channel.
Proceedings of the IEEE International Symposium on Information Theory, 2009

Nonparametric estimation for compound poisson processes on compact Lie groups.
Proceedings of the IEEE International Conference on Acoustics, 2009

Topology Design of Undersea Cables Considering Survivability Under Major Disasters.
Proceedings of the 23rd International Conference on Advanced Information Networking and Applications, 2009

2008
Progressive Linear Precoder Optimization for MIMO Packet Retransmissions Exploiting Channel Covariance Information.
IEEE Trans. Commun., 2008

Blind SIMO channel identification using FFT/IFFT.
Signal Process., 2008

Stochastic consensus seeking with measurement noise: Convergence and asymptotic normality.
Proceedings of the American Control Conference, 2008

2007
An Information Geometric Approach to ML Estimation With Incomplete Data: Application to Semiblind MIMO Channel Identification.
IEEE Trans. Signal Process., 2007

An FFT-Based Method for Blind Identification of FIR SIMO Channels.
IEEE Signal Process. Lett., 2007

Stochastic approximation for consensus seeking: Mean square and almost sure convergence.
Proceedings of the 46th IEEE Conference on Decision and Control, 2007

Design of continuous-time flows on intertwined orbit spaces.
Proceedings of the 46th IEEE Conference on Decision and Control, 2007

A Globally Convergent Conjugate Gradient Method for Minimizing Self-Concordant Functions with Application to Constrained Optimisation Problems.
Proceedings of the American Control Conference, 2007

Stochastic Lyapunov Analysis for Consensus Algorithms with Noisy Measurements.
Proceedings of the American Control Conference, 2007

Stochastic Double Array Analysis and Convergence of Consensus Algorithms with Noisy Measurements.
Proceedings of the American Control Conference, 2007

2006
Convergence analysis of the NOJA algorithm using the ODE approach.
Signal Process., 2006

Progressive linear precoder optimization for MIMO packet retransmissions.
IEEE J. Sel. Areas Commun., 2006

A centroid (Karcher mean) approach to the joint approximate diagonalisation problem: The real symmetric case.
Digit. Signal Process., 2006

On the Generalization of AR Processes To Riemannian Manifolds.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

A Low Complexity Frequency-domain Approach to SIMO System Identification.
Proceedings of the Ninth International Conference on Control, 2006

2005
Closed-form blind MIMO channel estimation for orthogonal space-time block codes.
IEEE Trans. Signal Process., 2005

A sequential subspace method for blind identification of general FIR MIMO channels.
IEEE Trans. Signal Process., 2005

Group decorrelation enhanced subspace method for identifying FIR MIMO channels driven by unknown uncorrelated colored sources.
IEEE Trans. Signal Process., 2005

On the algebraic identifiability of finite impulse response channels driven by linearly precoded signals.
Syst. Control. Lett., 2005

A dual purpose principal and minor component flow.
Syst. Control. Lett., 2005

Constrained capacity of linear precoded ARQ in MIMO wireless systems.
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005

Generalizations of the Rayleigh quotient iteration for the iterative refinement of the eigenvectors of real symmetric matrices.
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005

On the role of differential geometry in signal processing.
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005

Reliable Tracking Algorithms for Principal and Minor Eigenvector Computations.
Proceedings of the 44th IEEE IEEE Conference on Decision and Control and 8th European Control Conference Control, 2005

2004
Blind identification of MIMO FIR systems driven by quasistationary sources using second-order statistics: a frequency domain approach.
IEEE Trans. Signal Process., 2004

Closed-form channel estimation for blind decoding of orthogonal space-time block codes.
Proceedings of IEEE International Conference on Communications, 2004

Closed-form blind decoding of orthogonal space-time block codes.
Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

A low complexity semi-blind channel identification and source recovery method for transmission systems with guard intervals.
Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

Fisher information decision directed discrete optimisation.
Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

A globally convergent numerical algorithm for computing the centre of mass on compact Lie groups.
Proceedings of the 8th International Conference on Control, 2004

2003
The geometry of weighted low-rank approximations.
IEEE Trans. Signal Process., 2003

Totally blind channel identification by exploiting guard intervals.
Syst. Control. Lett., 2003

Design and analysis of linear precoders under a mean square error criterion, Part II: MMSE designs and conclusions.
Syst. Control. Lett., 2003

Design and analysis of linear precoders under a mean square error criterion, Part I: foundations and worst case designs.
Syst. Control. Lett., 2003

A subspace algorithm for guard interval based channel identification and source recovery requiring just two received blocks.
Proceedings of the 2003 IEEE International Conference on Acoustics, 2003

Blind identification of FIR MIMO channels by group decorrelation.
Proceedings of the 2003 IEEE International Conference on Acoustics, 2003

A novel approach to the shifted QR algorithm for the Hermitian eigenvalue problem.
Proceedings of the 42nd IEEE Conference on Decision and Control, 2003

Dynamical systems for principal and minor component analysis.
Proceedings of the 42nd IEEE Conference on Decision and Control, 2003

Convex directions for nested Hurwitz polynomials.
Proceedings of the 42nd IEEE Conference on Decision and Control, 2003

2002
Optimization algorithms exploiting unitary constraints.
IEEE Trans. Signal Process., 2002

The convex geometry of subchannel attenuation coefficients in linearly precoded OFDM Systems.
IEEE Trans. Inf. Theory, 2002

An improved least squares blind channel identification algorithm for linearly and affinely precoded communication systems.
IEEE Signal Process. Lett., 2002

An OFDM interpretation of zero padded block transmissions.
Syst. Control. Lett., 2002

Finite alphabet source recovery in polynomial systems.
Syst. Control. Lett., 2002

The Geometry of the Newton Method on Non-Compact Lie Groups.
J. Glob. Optim., 2002

A frequency domain approach to blind identification of MIMO FIR systems driven by quasi-stationary signals.
Proceedings of the IEEE International Conference on Acoustics, 2002

A Viterbi-like decoder for linearly precoded and m-coded communication systems.
Proceedings of the IEEE International Conference on Acoustics, 2002

Algorithms on the Stiefel manifold for joint diagonalisation.
Proceedings of the IEEE International Conference on Acoustics, 2002

An analysis of the fast subspace tracking algorithm NOja.
Proceedings of the IEEE International Conference on Acoustics, 2002

2001
Blind source-separation using second-order cyclostationary statistics.
IEEE Trans. Signal Process., 2001

Robust frequency-domain precoders.
IEEE Commun. Lett., 2001

Dissecting OFDM: the independent roles of the cyclic prefix and the IDFT operation.
IEEE Commun. Lett., 2001

Optimal training sequences and pilot tones for OFDM systems.
IEEE Commun. Lett., 2001

Spectrally balanced OFDM precoders for communications over unknown multipath channels.
Proceedings of the Sixth International Symposium on Signal Processing and its Applications, 2001

On optimal channel identification by use of training sequences and pilot tones.
Proceedings of the Sixth International Symposium on Signal Processing and its Applications, 2001

Modified steepest descent and Newton algorithms for orthogonally constrained optimisation. Part II. The complex Grassmann manifold.
Proceedings of the Sixth International Symposium on Signal Processing and its Applications, 2001

Modified steepest descent and Newton algorithms for orthogonally constrained optimisation. Part I. The complex Stiefel manifold.
Proceedings of the Sixth International Symposium on Signal Processing and its Applications, 2001

A nonuniform filterbank structure for channel precoding.
Proceedings of the 2001 International Symposium on Circuits and Systems, 2001

A Low Cost Channel Coding Scheme For Wireless Multimedia Communications.
Proceedings of the 2001 IEEE International Conference on Multimedia and Expo, 2001

A Packet Based Channel Identification Algorithm For Wireless Multimedia Communications.
Proceedings of the 2001 IEEE International Conference on Multimedia and Expo, 2001

Convolutive reduced rank Wiener filtering.
Proceedings of the IEEE International Conference on Acoustics, 2001

Modified channel subspace method for identification of SIMO FIR channels driven by a trailing zero filter bank precoder.
Proceedings of the IEEE International Conference on Acoustics, 2001

2000
Affine precoders for reliable communications.
Proceedings of the IEEE International Conference on Acoustics, 2000

1999
Rank reduction and James-Stein estimation.
IEEE Trans. Signal Process., 1999

A frequency domain deterministic approach to channel identification.
IEEE Signal Process. Lett., 1999

1998
James-Stein state filtering algorithms.
IEEE Trans. Signal Process., 1998

Semi-blind identification of finite impulse response channels.
Proceedings of the 1998 IEEE International Conference on Acoustics, 1998

1997
Optimal Estimation of Poisson Rate from Discrete Time Observations.
Proceedings of the 1997 IEEE International Conference on Communications: Towards the Knowledge Millennium, 1997


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