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Answers for “在这个视频中 PCA 代表什么?”

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Meet the concept

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In this video, PCA stands for Principal Component Analysis. It is introduced as the specific dimensionality-reduction method used as the example in this clip.

Conditions: Used as the naming definition for the method discussed in this segment.

Meet the concept

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A dominant strategy equilibrium is a specific type of Nash equilibrium. It occurs when all players in the game are playing their dominant strategies.

Conditions: All players must have and play a dominant strategy for it to be a dominant strategy equilibrium.; A Nash equilibrium only requires mutual best responses, which may or may not be dominant strategies.

Understand why

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The video states that dimensionality reduction is needed because data can have too many dimensions, which can often become a curse. Reducing the number of dimensions helps make the data more manageable and easier to process.

Conditions: Applies when data has many dimensions.; Presented as an introductory motivation, not as a formal theorem.