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D. Sumpter

3 papers hereh-index 479k citations152 works total

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

author position
  • sole author1
  • last author2

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.CY1
  • cs.LG1
  • q-bio.NC1

identity via Semantic Scholar / OpenAlex

most citedThe games we play: critical complexity improves machine learning

2 citations · 2 across the 3 of their papers we have counts for

collaborators

3 papers

cs.LG2023

Precision at the indistinguishability threshold: a method for evaluating classification algorithms

David J. T. Sumpter

There exist a wide range of single number metrics for assessing performance of classification algorithms, including AUC and the F1-score (Wikipedia lists 17 such metrics, with 27 d…

q-bio.NC2023

Using neuronal models to capture burst and glide motion and leadership in fish

Linnéa Gyllingberg, Alex Szorkovszky, David J. T. Sumpter

While mathematical models, in particular self-propelled particle (SPP) models, capture many of the observed properties of large fish schools, they do not always capture the interac…

cs.CY2022★ 2 cited

The games we play: critical complexity improves machine learning

Abeba Birhane, David J. T. Sumpter

When mathematical modelling is applied to capture a complex system, multiple models are often created that characterize different aspects of that system. Often, a model at one leve…

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