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independent identically distributed (Definition)

Two random variables $X$ and $Y$ are said to be identically distributed if they are defined on the same probability space $(\Omega,\mathcal{F},P)$ , and the distribution function $F_X$ of $X$ and the distribution function $F_Y$ of $Y$ are the same: $F_X=F_Y$ . When $X$ and $Y$ are identically distributed, we write $X \stackrel{d}{=} Y$ .

A set of random variables $X_i$ , $i$ in some index set $I$ , is identically distributed if $X_i \stackrel{d}{=} X_j$ for every pair $i,j\in I$ .

A collection of random variables $X_i$ ($i\in I$ ) is said to be independent identically distributed, if the $X_i$ 's are identically distributed, and mutually independent (every finite subfamily of $X_i$ is independent). This is often abbreviated as iid.

For example, the interarrival times $T_i$ of a Poisson process of rate $\lambda$ are independent and each have an exponential distribution with mean $1/\lambda$ , so the $T_i$ are independent identically distributed random variables.

Many other examples are found in statistics, where individual data points are often assumed to realizations of iid random variables.




"independent identically distributed" is owned by CWoo. [ full author list (2) | owner history (1) ]
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Other names:  iid, independent and identically distributed
Also defines:  identically distributed
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Cross-references: points, statistics, mean, exponential distribution, Poisson process, independent, finite, collection, index set, distribution function, probability space, random variables
There are 28 references to this entry.

This is version 5 of independent identically distributed, born on 2004-07-01, modified 2007-01-06.
Object id is 5977, canonical name is IndependentIdenticallyDistributed.
Accessed 17165 times total.

Classification:
AMS MSC60-00 (Probability theory and stochastic processes :: General reference works )

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