How Does Regularization Impact Biomarker Discovery?
Regularization techniques are vital in the process of biomarker discovery because they help in identifying the most relevant biomarkers while reducing the influence of noise and irrelevant features. By applying regularization, researchers can focus on a subset of biomarkers that are most likely to be clinically significant, which is essential for personalized medicine.
