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researcher

J. Manton

15 papers hereh-index 365.9k citations247 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • sole author1
  • middle author7
  • last author7

Across the 15 of 15 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • math.ST3
  • math.OC2
  • cs.CV1
  • cs.IT1
  • cs.NE1

identity via Semantic Scholar / OpenAlex

activity
20122022
most citedNew Insights on Learning Rules for Hopfield Networks: Memory and Objective Function Minimisation

12 citations · 30 across the 11 of their papers we have counts for

collaborators
Showing math.STShow all

3 papers · 1 filter

math.ST2021

Hidden Markov chains and fields with observations in Riemannian manifolds

Salem Said, Nicolas Le Bihan, Jonathan H. Manton

Hidden Markov chain, or Markov field, models, with observations in a Euclidean space, play a major role across signal and image processing. The present work provides a statistical…

math.ST2019

The Riemannian barycentre as a proxy for global optimisation

Salem Said, Jonathan H. Manton

Let M be a simply-connected compact Riemannian symmetric space, and U a twice-differentiable function on M, with unique global minimum at x∗∈M. The idea of the present…

math.ST2017

Riemannian Gaussian distributions on the space of positive-definite quaternion matrices

Salem Said, Nicolas Le Bihan, Jonathan H. Manton

Recently, Riemannian Gaussian distributions were defined on spaces of positive-definite real and complex matrices. The present paper extends this definition to the space of positiv…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.