Silke Szymczak

According to our database, Silke Szymczak authored at least 12 papers between 2011 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

Construction of Artificial Most Representative Trees by Minimizing Tree-Based Distance Measures.

Björn-Hergen Laabs, Lea L. Kronziel, Inke R. König, Silke Szymczak

Proceedings of the Explainable Artificial Intelligence, 2024

2023

A review on longitudinal data analysis with random forest.

Jianchang Hu, Silke Szymczak

Briefings Bioinform., March, 2023

Effect of hyperparameters on variable selection in random forests.

Césaire J. K. Fouodo, Lea L. Kronziel, Inke R. König, Silke Szymczak

CoRR, 2023

Evaluation of network-guided random forest for disease gene discovery.

Jianchang Hu, Silke Szymczak

CoRR, 2023

2022

A review on longitudinal data analysis with random forest in precision medicine.

Jianchang Hu, Silke Szymczak

CoRR, 2022

2020

Integrating biological knowledge and gene expression data using pathway-guided random forests: a benchmarking study.

Stephan Seifert, Sven Gundlach, Olaf Junge, Silke Szymczak, Luigi Martelli

Bioinform., 2020

2019

Surrogate minimal depth as an importance measure for variables in random forests.

Stephan Seifert, Sven Gundlach, Silke Szymczak

Bioinform., 2019

Evaluation of variable selection methods for random forests and omics data sets.

Frauke Degenhardt, Stephan Seifert, Silke Szymczak

Briefings Bioinform., 2019

2016

r2VIM: A new variable selection method for random forests in genome-wide association studies.

Silke Szymczak, Emily Rose Holzinger, Abhijit Dasgupta, James D. Malley, Anne M. Molloy, James L. Mills, Lawrence C. Brody, Dwight Stambolian, Joan E. Bailey-Wilson

BioData Min., 2016

2015

Variable Selection Method for the Identification of Epistatic Models.

Emily Rose Holzinger, Silke Szymczak, Abhijit Dasgupta, James D. Malley, Qing Li, Joan E. Bailey-Wilson

Proceedings of the Biocomputing 2015: Proceedings of the Pacific Symposium, 2015

2014

Risk estimation using probability machines.

Abhijit Dasgupta, Silke Szymczak, Jason H. Moore, Joan E. Bailey-Wilson, James D. Malley

BioData Min., 2014

2011

Adaptive und Mutual-Information-basierte Verfahren für eQTL-Studien.

Silke Szymczak

PhD thesis, 2011