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Ex.5 Categorical Distribution

Q5

解答

1

$$\mathbb{E}\left(1\right) = \sum_{k=1}^m 1\cdot q_k = 1$$

2

$$\mathbb{E}\left(X\right) = \sum_{k=1}^m k\mathbb{P}\left(X=k\right) = \sum_{k=1}^mkq_k$$

3

$$\mathbb{E}\left(Y_k\right) = \sum_{k^{\prime}=1}^m \mathbb{I}\left(X=k\right) \mathbb{P}\left(X=k^{\prime}\right)=\mathbb{P}\left(X=k\right) = q_k$$

4

EX1. Covariance より、

$$ \begin{aligned} \mathrm{Cov}\left(Y_k,Y_l\right) &= \mathbb{E}\left(Y_kY_l\right) - \mathbb{E}\left(Y_k\right)\mathbb{E}\left(Y_l\right)\\ &= \sum_{k^{\prime},l^{\prime}}\mathbb{I}\left(X=k,X=l\right)\mathbb{P}\left(X=k^{\prime},X=l^{\prime}\right) - q_kq_l\\ &=\delta_{kl}q_k - q_kq_l \end{aligned} $$

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Published
Nov 4, 2019
Last Updated
Nov 4, 2019
Category
情報基礎実験(木立)
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