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S. Mackinnon

3 papers hereh-index 12336 citations23 works total

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

author position
  • middle author1
  • last author2

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

fields
  • cs.LG2
  • q-bio.QM1

identity via Semantic Scholar / OpenAlex

most citedPredicting drug properties with parameter-free machine learning: Pareto-Optimal Embedded Modeling (POEM)

15 citations · 22 across the 3 of their papers we have counts for

collaborators

3 papers

q-bio.QM2023★ 7 cited

NodeCoder: a graph-based machine learning platform to predict active sites of modeled protein structures

Nasim Abdollahi, Seyed Ali Madani Tonekaboni, Jay Huang +2

While accurate protein structure predictions are now available for nearly every observed protein sequence, predicted structures lack much of the functional context offered by exper…

cs.LG2020

Learning across label confidence distributions using Filtered Transfer Learning

Seyed Ali Madani Tonekaboni, Andrew E. Brereton, Zhaleh Safikhani +3

Performance of neural network models relies on the availability of large datasets with minimal levels of uncertainty. Transfer Learning (TL) models have been proposed to resolve th…

cs.LG2020★ 15 cited

Predicting drug properties with parameter-free machine learning: Pareto-Optimal Embedded Modeling (POEM)

Andrew E. Brereton, Stephen MacKinnon, Zhaleh Safikhani +4

The prediction of absorption, distribution, metabolism, excretion, and toxicity (ADMET) of small molecules from their molecular structure is a central problem in medicinal chemistr…

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