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updated index pages
The index pages were updated with the recently added proofs.
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I/PbA.md

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- [Covariance matrix of the multinomial distribution](/P/mult-cov)
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### JoramSoch (398 proofs)
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### JoramSoch (399 proofs)
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- [Accuracy and complexity for the univariate Gaussian](/P/ug-anc)
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- [Accuracy and complexity for the univariate Gaussian with known variance](/P/ugkv-anc)
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- [Moment-generating function of the normal distribution](/P/norm-mgf)
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- [Monotonicity of probability](/P/prob-mon)
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- [Monotonicity of the expected value](/P/mean-mono)
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- [Multinomial test](/P/mult-test)
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- [Multiple linear regression is a special case of the general linear model](/P/mlr-glm)
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- [Multivariate normal distribution is a special case of matrix-normal distribution](/P/mvn-matn)
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- [Necessary and sufficient condition for independence of multivariate normal random variables](/P/mvn-ind)

I/PbN.md

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| P427 | bin-map | [Maximum-a-posteriori estimation for binomial observations](/P/bin-map) | JoramSoch | 2023-12-01 |
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| P428 | mult-map | [Maximum-a-posteriori estimation for multinomial observations](/P/mult-map) | JoramSoch | 2023-12-08 |
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| P429 | bin-test | [Binomial test](/P/bin-test) | JoramSoch | 2023-12-16 |
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| P430 | mult-test | [Multinomial test](/P/mult-test) | JoramSoch | 2023-12-23 |

I/PbT.md

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- [Moments of the chi-squared distribution](/P/chi2-mom)
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- [Monotonicity of probability](/P/prob-mon)
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- [Monotonicity of the expected value](/P/mean-mono)
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- [Multinomial test](/P/mult-test)
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- [Multiple linear regression is a special case of the general linear model](/P/mlr-glm)
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- [Multivariate normal distribution is a special case of matrix-normal distribution](/P/mvn-matn)
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P/mult-test.md

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such that the probability of observing the counts $y$, given $H_0$, is
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$$ \label{eq:Pr0-y}
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\mathrm{Pr}(y \vert H_0) = n! \prod_{j=1}^k \frac{ {p_{0i}}^{y_j} }{y_j!} \; .
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\mathrm{Pr}(y \vert H_0) = n! \prod_{j=1}^k \frac{p_{0i}^{y_j}}{y_j!} \; .
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$$
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The probability of observing any other set of counts $x$, given $H_0$, is
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$$ \label{eq:Pr0-x}
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\mathrm{Pr}(x \vert H_0) = n! \prod_{j=1}^k \frac{ {p_{0i}}^{x_j} }{x_j!} \; .
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\mathrm{Pr}(x \vert H_0) = n! \prod_{j=1}^k \frac{p_{0i}^{x_j}}{x_j!} \; .
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$$
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The [p-value](/D/pval) is the probability of observing a value of the [test statistic](/D/tstat) that is as extreme or more extreme then the actually observed test statistic. Any set of counts $x$ might be considered as extreme or more extreme than the actually observed counts $y$, if the former is equally probable or less probably than the latter:

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