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Shannon M. Lynch

3 papers here

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
  • stat.AP1

identity via Semantic Scholar / OpenAlex

most citedA Rigorous Machine Learning Analysis Pipeline for Biomedical Binary Classification: Application in Pancreatic Cancer Nested Case-control Studies with Implications for Bias Assessments

4 citations · 4 across the 2 of their papers we have counts for

collaborators

3 papers

cs.LG2021

LCS-DIVE: An Automated Rule-based Machine Learning Visualization Pipeline for Characterizing Complex Associations in Classification

Robert Zhang, Rachael Stolzenberg-Solomon, Shannon M. Lynch +1

Machine learning (ML) research has yielded powerful tools for training accurate prediction models despite complex multivariate associations (e.g. interactions and heterogeneity). I…

cs.LG2020★ 4 cited

A Rigorous Machine Learning Analysis Pipeline for Biomedical Binary Classification: Application in Pancreatic Cancer Nested Case-control Studies with Implications for Bias Assessments

Ryan J. Urbanowicz, Pranshu Suri, Yuhan Cui +4

Machine learning (ML) offers a collection of powerful approaches for detecting and modeling associations, often applied to data having a large number of features and/or complex ass…

stat.AP2020

Variable selection in social-environmental data: Sparse regression and tree ensemble machine learning approaches

Elizabeth Handorf, Yinuo Yin, Michael Slifker +1

Objective: Social-environmental data obtained from the U.S. Census is an important resource for understanding health disparities, but rarely is the full dataset utilized for analys…

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