What are the Challenges in Using GMMs for Catalysis?
While GMMs are powerful, they come with their own set of challenges. The selection of the number of Gaussian components is critical and can significantly affect the results. Overfitting is another concern, especially when dealing with high-dimensional data. Additionally, the computational cost of fitting a GMM can be high, particularly for large datasets. Therefore, careful consideration and validation are required when applying GMMs in catalysis.
