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.

please provide the answer to the above discussion question with detailed explanations, formulas, and necessary visuals.