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researcher

J. Manton

22 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 author14
  • last author7

Across the 22 of 22 papers where every author was matched, so the position is known.

fields
  • cs.IT5
  • cs.LG4
  • math.OC3
  • math.ST3
  • eess.SP2
  • cs.CV1

identity via Semantic Scholar / OpenAlex

activity
20122023
most citedNew Insights on Learning Rules for Hopfield Networks: Memory and Objective Function Minimisation

12 citations · 38 across the 16 of their papers we have counts for

collaborators
Showing 2023Show all

2 papers · 1 filter

cs.IT2023

Orthogonal AMP for Problems with Multiple Measurement Vectors and/or Multiple Transforms

Yiyao Cheng, Lei Liu, Shansuo Liang +2

Approximate message passing (AMP) algorithms break a (high-dimensional) statistical problem into parts then repeatedly solve each part in turn, akin to alternating projections. A d…

cs.IT2023★ 1 cited

Fast Rate Information-theoretic Bounds on Generalization Errors

Xuetong Wu, Jonathan H. Manton, Uwe Aickelin +1

The generalization error of a learning algorithm refers to the discrepancy between the loss of a learning algorithm on training data and that on unseen testing data. Various inform…

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