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researcher

Matthew M. Dunlop

10 papers hereh-index 11628 citations24 works total

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

author position
  • sole author1
  • first author5
  • middle author4

Across the 10 of 10 papers where every author was matched, so the position is known.

fields
  • math.ST4
  • stat.ME3
  • cs.LG1
  • math.OC1
  • stat.ML1

identity via Semantic Scholar / OpenAlex

activity
20172022
most citedMultiplicative noise in Bayesian inverse problems: Well-posedness and consistency of MAP estimators

7 citations · 10 across the 3 of their papers we have counts for

collaborators
Showing 2018Show all

2 papers · 1 filter

stat.ML2018

Large Data and Zero Noise Limits of Graph-Based Semi-Supervised Learning Algorithms

Matthew M. Dunlop, Dejan Slepčev, Andrew M. Stuart +1

Scalings in which the graph Laplacian approaches a differential operator in the large graph limit are used to develop understanding of a number of algorithms for semi-supervised le…

stat.ME2018

Dimension-Robust MCMC in Bayesian Inverse Problems

Victor Chen, Matthew M. Dunlop, Omiros Papaspiliopoulos +1

The methodology developed in this article is motivated by a wide range of prediction and uncertainty quantification problems that arise in Statistics, Machine Learning and Applied…

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