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On representative and illustrative comparisons with real data in bioinformatics: response to the letter to the editor by Smith et al... Bioinform., 29 (20): 2664-2666 (2013)Over-optimism in bioinformatics: an illustration., , , , и . Bioinform., 26 (16): 1990-1998 (2010)A computationally fast variable importance test for random forests for high-dimensional data., , и . Adv. Data Anal. Classif., 12 (4): 885-915 (2018)Tunability: Importance of Hyperparameters of Machine Learning Algorithms., , и . J. Mach. Learn. Res., (2019)Unbiased split selection for classification trees based on the Gini Index., , и . Comput. Stat. Data Anal., 52 (1): 483-501 (2007)Large-scale benchmark study of survival prediction methods using multi-omics data., , , , и . Briefings Bioinform., (2021)Over-optimism in bioinformatics research.. Bioinform., 26 (3): 437-439 (2010)IPF-LASSO: Integrative L1-Penalized Regression with Penalty Factors for Prediction Based on Multi-Omics Data., , , и . Comput. Math. Methods Medicine, (2017)Hyperparameters and tuning strategies for random forest., , и . WIREs Data Mining Knowl. Discov., (2019)PLS Dimension Reduction for Classification with Microarray Data. Statistical Applications in Genetics and Molecular Biology, 3 (1): Article 33 (2004)