Perform principal component analysis on the breast cancer dataset. You must not use any direct package like PCA for this analysis. You can use packages to calculate eigenvectors. What is the purpose of performing principal component analysis on the breast cancer dataset?
1) To reduce the dimensionality of the dataset
2) To identify the most important features in the dataset
3) To visualize the relationships between variables in the dataset
4) To cluster similar samples together