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What is meant by Linear Discriminant function .Also explain Fisher Linear Discrimininant Analysis.Also tell when to use PCA and when to use LDA .Please explain

What is meant by Linear Discriminant function .Also explain Fisher Linear Discrimininant Analysis.Also tell when to use PCA and when to use LDA .Please explain in simple words and simple diagrams without any copy pasting because i am not understanding.

Note:The subject name is Pattern Recognition,Pattern Classification in Computer Science.

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