Prof Jonathan Manton
Future Generation Professor
Department of Electrical and Electronic Engineering
288 Scholarly works
21 Projects
HIGHLIGHTS
2023
Research grants (ARC, NHMRC, MRFF)
Overcoming Nonlinearity in Short-Reach Optical Communication
2023
Research contracts (non-grants)
Beyond the Black Box: Developing Physically Informed ML Architectures for Accelerating Particle-Based Models
2021
Research Grant
Design of Real-Time Optimisation Methods With Guaranteed Performance
2017
Journal article
Riemannian Gaussian Distributions on the Space of Symmetric Positive Definite Matrices
DOI: 10.1109/TIT.2017.26538032015
Journal article
A framework for generalising the Newton method and other iterative methods from Euclidean space to manifolds
DOI: 10.1007/s00211-014-0630-42014
Book
A primer on reproducing kernel hilbert spaces
DOI: 10.1561/20000000502013
Journal article
A primer on stochastic differential geometry for signal processing
DOI: 10.1109/JSTSP.2013.2264798
RECENT SCHOLARLY WORKS
2025
Journal article
Pulse processing — Overview and challenges
DOI: 10.1016/j.sigpro.2025.1099782025
Journal article
Fast Rate Information-Theoretic Bounds on Generalization Errors
DOI: 10.1109/TIT.2025.35817152025
Conference Proceedings
Error Bounds Revisited, and How to Use Bayesian Statistics While Remaining a Frequentist
DOI: 10.1109/ICASSP49660.2025.108887792024
Journal article
On Causality in Domain Adaptation and Semi-Supervised Learning: an Information-Theoretic Analysis for Parametric Models
2024
Conference Proceedings
Estimating Vehicle Length Using FMCW Radar: A Micro-Doppler Signature Analysis Approach
DOI: 10.23919/eusipco63174.2024.107152802024
Journal article
On the Generalization for Transfer Learning: An Information-Theoretic Analysis
DOI: 10.1109/TIT.2024.34415742024
Conference Proceedings
ENHANCED AXLE-BASED VEHICLE CLASSIFICATION USING ANGLE-BASED MICRO-DOPPLER SIGNATURE
DOI: 10.1109/ICASSP48485.2024.104478192024
Conference Proceedings
A Decentralised Asynchronous Optimisation Algorithm with an Application to Phase Retrieval
DOI: 10.1109/SAM60225.2024.10636375