master’s thesis by " Noor abd elmunm" Department of  Statistics and Informatics Discussion of the master’s thesis in the College of Computer Science and Mathematics -Department of (  Statistics and Informatics   ) entitled: supervised by  Dr. Omar Qusay jasim The thesis addressed the problem of variable selection in high-dimensional data, specifically gene expression data associated with cancer classification.   The study focused on the application of the Performance-Weighted Resampling-based Combinatorial Variable Selection (PWRCVS) method, integrating selection stability, predictive performance, and variable importance while accounting for inter-variable correlations. The thesis aimed to develop and evaluate the PWRCVS method for selecting a small, [Read More]