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Why is knowledge about the independence of sub-vectors significant? What are the gains/losses in knowledge and/or accuracy? Provide a concrete example, including detailed explanations, formulas,

Why is knowledge about the independence of sub-vectors significant? What are the gains/losses in knowledge and/or accuracy? Provide a concrete example, including detailed explanations, formulas, and necessary visuals.

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