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Understanding PLS-DA Error Rate Behavior with Added Components

The author is experiencing unexpected behavior with PLS-DA error rates not decreasing with added components, despite selecting features that should distinguish conditions effectively. This issue hinders model performance assessment and hyperparameter tuning. The author seeks guidance on understanding and addressing this phenomenon.

Computing & Technology, Computer Science, Machine Learning