activity
20112023
most citedPoisson Learning: Graph Based Semi-Supervised Learning At Very Low Label Rates

29 citations · 225 across the 32 of their papers we have counts for

collaborators

37 papers

cs.LG2023★ 9 cited

Novel Batch Active Learning Approach and Its Application to Synthetic Aperture Radar Datasets

James Chapman, Bohan Chen, Zheng Tan +3

Active learning improves the performance of machine learning methods by judiciously selecting a limited number of unlabeled data points to query for labels, with the aim of maximal…

stat.ML2022

Poisson Reweighted Laplacian Uncertainty Sampling for Graph-based Active Learning

Kevin Miller, Jeff Calder

We show that uncertainty sampling is sufficient to achieve exploration versus exploitation in graph-based active learning, as long as the measure of uncertainty properly aligns wit…

math.PR2022★ 4 cited

Ratio convergence rates for Euclidean first-passage percolation: Applications to the graph infinity Laplacian

Leon Bungert, Jeff Calder, Tim Roith

In this paper we prove the first quantitative convergence rates for the graph infinity Laplace equation for length scales at the connectivity threshold. In the graph-based semi-sup…

cs.LG2022

Use and Misuse of Machine Learning in Anthropology

Jeff Calder, Reed Coil, Annie Melton +3

Machine learning (ML), being now widely accessible to the research community at large, has fostered a proliferation of new and striking applications of these emergent mathematical…

cs.CV2022★ 4 cited

Using machine learning on new feature sets extracted from 3D models of broken animal bones to classify fragments according to break agent

Katrina Yezzi-Woodley, Alexander Terwilliger, Jiafeng Li +4

Distinguishing agents of bone modification at paleoanthropological sites is at the root of much of the research directed at understanding early hominin exploitation of large animal…

cs.CV2022★ 1 cited

The Batch Artifact Scanning Protocol: A new method using computed tomography (CT) to rapidly create three-dimensional models of objects from large collections en masse

Katrina Yezzi-Woodley, Jeff Calder, Mckenzie Sweno +2

Within anthropology, the use of three-dimensional (3D) imaging has become increasingly common and widespread since it broadens the available avenues for addressing a wide range of…