opdisDownsampling - Optimal Distribution Preserving Down-Sampling of Bio-Medical Data
An optimized method for distribution-preserving class-proportional down-sampling of bio-medical data <doi:10.1371/journal.pone.0255838>.
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cpp
6.33 score 2 stars 10 dependents 13 scripts 7.9k downloadsopImputation - Optimal Selection of Imputation Methods for Pain-Related Numerical Data
A model-agnostic framework for selecting dataset-specific imputation methods for missing values in numerical data related to pain. Lotsch J, Ultsch A (2025) "A model-agnostic framework for dataset-specific selection of missing value imputation methods in pain-related numerical data" Canadian Journal of Pain (in minor revision).
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3.30 score 1 stars 1 scripts 239 downloadsopGMMassessment - Optimized Automated Gaussian Mixture Assessment
Necessary functions for optimized automated evaluation of the number and parameters of Gaussian mixtures in one-dimensional data. Various methods are available for parameter estimation and for determining the number of modes in the mixture. A detailed description of the methods ca ben found in Lotsch, J., Malkusch, S. and A. Ultsch. (2022) <doi:10.1016/j.imu.2022.101113>.
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cpp
3.18 score 1 dependents 2 scripts 191 downloadspguIMP - Visually Guided Preprocessing of Bioanalytical Laboratory Data
Reproducible cleaning of biomedical laboratory data using visualization, error correction, and transformation methods implemented as interactive R notebooks. A detailed description of the methods ca ben found in Malkusch, S., Hahnefeld, L., Gurke, R. and J. Lotsch. (2021) <doi:10.1002/psp4.12704>.
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openjdk
2.70 score 1 scripts 209 downloadsdetectXOR - XOR Pattern Detection and Visualization
Provides tools for detecting XOR-like patterns in variable pairs in two-class data sets. Includes visualizations for pattern exploration and reporting capabilities with both text and HTML output formats.
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2.70 score 2 scripts 231 downloads