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Answers for “为什么向蓝线投影比向红线投影丢失的信息更少?”

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Projecting onto the blue line loses less information because the spread along that direction is smaller. Clamping all points onto one line in that direction would not lose that much information.

Conditions: Demonstrated on a 2D scatter plot.; The explanation is geometric and intuitive rather than algebraic.