What are the Challenges Associated with Dimensionality Reduction?
One challenge is the potential loss of important information. If critical features are omitted, it can lead to inaccurate conclusions. Additionally, different dimensionality reduction techniques may yield different results, making it crucial to choose the right method for the specific dataset and research question.
