2026-10-09T17:12:29Z https://api.figshare.com/v2/oai

oai:figshare.com:article/34018677 2026-09-29T00:44:10Z category_29872 category_29875 category_24184 category_24310 category_27052 category_28810 category_29173 category_28846 item_type_3 month_year_09_2026

Data for IQC Paper Tristan Moxley (14299190) Biostatistics Computational statistics Bioinformatic methods development Genomics Epidemiological methods Applications in life sciences Machine learning not elsewhere classified Modelling and simulation Predictor stability Biostatistics IQC Reproducibility Feature selection Biostatistical modelling Downstream biological analysis High dimensional modelling <p dir="ltr">All data generated and used in the manuscript "<i>IQC</i>: A Novel Criterion for Assessing Feature Selection Stability in High-Dimensional Analyses." General information on each file is described below:</p><p dir="ltr"><b><u>Simulated Data</u></b></p><ul><li>"IQC_Model_Iterations_[...].csv": Files containing all 100 model iterations used to compute IQC for microarray gene expression case study. File listed as "Unfiltered" contains model iterations from run without filtering genes with low IQR.</li><li>"IQC_Results_All_Simulations.csv": Contains IQC values for all simulations, across every combination of signal-to-noise ratio and number of predictors.</li><li>"Microarray_Submodel_Alphas_Filtered_Full.csv": Contains values for hyperparameter α for both filtered and unfiltered microarray IQC models.</li><li>"S1_Fig_Data.csv": Contains data necessary to reproduce S1 Fig.</li><li>"Simulated_Data_[...]_FTN_[...]_Feats.csv": Full simulated data sets for each configuration of signal-to-noise and total number of predictors used in manuscript.</li><li>"TNR_TPR_Rates_[...].csv": True negative and true positive rates for each simulation from IQC manuscript. Used to generate Fig 2.</li></ul><p dir="ltr"><b><u>Microarray Data</u></b></p><ul><li>"golub.csv": Microarray gene expression data set used to classify leukemia subtype. Data originally gathered and published in Golub et al. (1999), and is publicly available through Bioconductor at the following DOI: 10.18129/B9.bioc.golubEsets.</li></ul><p></p> 2026-09-29T00:44:10Z Dataset Dataset 10.6084/m9.figshare.34018677.v2 https://figshare.com/articles/dataset/Simulated_Data_for_IQC_Paper/34018677 CC BY 4.0