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researcher

Samantha Durdy

2 papers hereh-index 384 citations5 works total

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

author position
  • first author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.LG2

identity via Semantic Scholar / OpenAlex

most citedRandom projections and Kernelised Leave One Cluster Out Cross-Validation: Universal baselines and evaluation tools for supervised machine learning for materials properties

26 citations · 26 across the 2 of their papers we have counts for

collaborators

2 papers

cs.LG2023

Metrics for quantifying isotropy in high dimensional unsupervised clustering tasks in a materials context

Samantha Durdy, Michael W. Gaultois, Vladimir Gusev +2

Clustering is a common task in machine learning, but clusters of unlabelled data can be hard to quantify. The application of clustering algorithms in chemistry is often dependant o…

cs.LG2022★ 26 cited

Random projections and Kernelised Leave One Cluster Out Cross-Validation: Universal baselines and evaluation tools for supervised machine learning for materials properties

Samantha Durdy, Michael Gaultois, Vladimir Gusev +2

With machine learning being a popular topic in current computational materials science literature, creating representations for compounds has become common place. These representat…

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