What are the Challenges of Using GMMs in Cancer Research?
Despite their utility, GMMs come with challenges. One major issue is determining the optimal number of components in the mixture model. Overfitting can occur if too many components are used, while underfitting can miss important subgroups. Additionally, the high-dimensional nature of genomic data can complicate the parameter estimation process.