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Silke Szymczak

2 papers hereh-index 28 citations5 works total

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

author position
  • middle author1
  • last author1

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

fields
  • stat.ML2

identity via Semantic Scholar / OpenAlex

most citedEffect of hyperparameters on variable selection in random forests

1 citations · 1 across the 2 of their papers we have counts for

collaborators

2 papers

stat.ML2026

Beyond Point Prediction: Artificial Representative Trees with Uncertainty

Lea L. Mairhöfer, Silke Szymczak, Björn-Hergen Laabs +1

Random forests (RFs) predict well but are opaque, whereas single decision trees are interpretable but unstable. Artificial representative trees (ARTs) were developed as interpretab…

stat.ML2023★ 1 cited

Effect of hyperparameters on variable selection in random forests

Cesaire J. K. Fouodo, Lea L. Kronziel, Inke R. König +1

Random forests (RFs) are well suited for prediction modeling and variable selection in high-dimensional omics studies. The effect of hyperparameters of the RF algorithm on predicti…

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