PlanetMath (more info)
 Math for the people, by the people.
Encyclopedia | Requests | Forums | Docs | Wiki | Random | RSS  
Login
create new user
name:
pass:
forget your password?
Main Menu
Owner confidence rating: Very high Entry average rating: Very high
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) ]
(view preamble)

View style:

Other names:  iid, independent and identically distributed
Also defines:  identically distributed
Log in to rate this entry.
(view current ratings)

Cross-references: points, statistics, mean, exponential distribution, Poisson process, independent, finite, collection, index set, distribution function, probability space, random variables
There are 25 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 12107 times total.

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

Pending Errata and Addenda
None.
[ View all 3 ]
Discussion
Style: Expand: Order:
forum policy

No messages.

Interact
post | correct | update request | add derivation | add example | add (any)