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Answers for “为什么概率分布之和为 1 而似然曲线的积分不为 1?”

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Probability fixes the parameter and varies the data, resulting in a normalized distribution where the probabilities sum to 1. Likelihood fixes the data and varies the parameter, resulting in a non-normalized curve whose integral does not equal 1.

Conditions: Both views are based on the same conditional expression P(x∣θ)P(x \mid \theta).; Probability view: parameter is fixed, data varies.; Likelihood view: data is fixed, parameter varies.