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I want to use PCA-based face recognition for Yaledatabase and measure the recognition rate with leave one out cross validation

As someone learning machine learning on my own, I’m reading the papers and running the code, but I’m not sure what’s wrong with increasing the number of eigenvectors and not seeing a significant change in recognition rate. I’m using a yaledatabase with a total of 15 sets, and I’m getting the recognition rate from leave one out for each set and then dividing by the total dataset, but I’m not sure what’s wrong…