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M. Vowels

26 papers hereh-index 13821 citations60 works total

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

author position
  • sole author6
  • first author8
  • middle author9
  • last author1

Across the 24 of 26 papers where every author was matched, so the position is known.

fields
  • cs.LG7
  • cs.CL4
  • cs.CV4
  • stat.ME3
  • stat.ML3
  • cs.IR2

identity via Semantic Scholar / OpenAlex

activity
20192026
most citedTrying to Outrun Causality with Machine Learning: Limitations of Model Explainability Techniques for Identifying Predictive Variables

7 citations · 17 across the 21 of their papers we have counts for

collaborators
Showing 2023 · stat.MLShow all

1 paper · 2 filters

stat.ML2023★ 2 cited

SLEM: Machine Learning for Path Modeling and Causal Inference with Super Learner Equation Modeling

Matthew J. Vowels

Causal inference is a crucial goal of science, enabling researchers to arrive at meaningful conclusions regarding the predictions of hypothetical interventions using observational…

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