Jump to content
Main menu
Main menu
move to sidebar
hide
Navigation
Main page
Recent changes
Random page
Help about MediaWiki
Special pages
Niidae Wiki
Search
Search
Appearance
Create account
Log in
Personal tools
Create account
Log in
Pages for logged out editors
learn more
Contributions
Talk
Editing
Expected value
(section)
Page
Discussion
English
Read
Edit
View history
Tools
Tools
move to sidebar
hide
Actions
Read
Edit
View history
General
What links here
Related changes
Page information
Appearance
move to sidebar
hide
Warning:
You are not logged in. Your IP address will be publicly visible if you make any edits. If you
log in
or
create an account
, your edits will be attributed to your username, along with other benefits.
Anti-spam check. Do
not
fill this in!
==Expected values of common distributions== The following table gives the expected values of some commonly occurring [[probability distribution]]s. The third column gives the expected values both in the form immediately given by the definition, as well as in the simplified form obtained by computation therefrom. The details of these computations, which are not always straightforward, can be found in the indicated references. {| class="wikitable" !Distribution !Notation !Mean E(X) |- |[[Bernoulli distribution|Bernoulli]]{{sfnm|1a1=Casella|1a2=Berger|1y=2001|1p=89|2a1=Ross|2y=2019|2loc=Example 2.16}} |<math>X \sim~ b(1,p)</math> |<math>0\cdot(1-p)+1\cdot p=p</math> |- |[[Binomial distribution|Binomial]]{{sfnm|1a1=Casella|1a2=Berger|1y=2001|1loc=Example 2.2.3|2a1=Ross|2y=2019|2loc=Example 2.17}} |<math>X \sim B(n,p)</math> |<math>\sum_{i=0}^n i{n\choose i}p^i(1-p)^{n-i}=np</math> |- |[[Poisson distribution|Poisson]]{{sfnm|1a1=Billingsley|1y=1995|1loc=Example 21.4|2a1=Casella|2a2=Berger|2y=2001|2p=92|3a1=Ross|3y=2019|3loc=Example 2.19}} |<math>X \sim \mathrm{Po}(\lambda)</math> |<math>\sum_{i=0}^\infty \frac{ie^{-\lambda}\lambda^i}{i!}=\lambda</math> |- |[[Geometric distribution|Geometric]]{{sfnm|1a1=Casella|1a2=Berger|1y=2001|1p=97|2a1=Ross|2y=2019|2loc=Example 2.18}} |<math>X \sim \mathrm{Geometric}(p)</math> |<math>\sum_{i=1}^\infty ip(1-p)^{i-1}=\frac{1}{p}</math> |- |[[Uniform distribution (continuous)|Uniform]]{{sfnm|1a1=Casella|1a2=Berger|1y=2001|1p=99|2a1=Ross|2y=2019|2loc=Example 2.20}} |<math>X\sim U(a,b)</math> |<math>\int_a^b \frac{x}{b-a}\,dx=\frac{a+b}{2}</math> |- |[[Exponential distribution|Exponential]]{{sfnm|1a1=Billingsley|1y=1995|1loc=Example 21.3|2a1=Casella|2a2=Berger|2y=2001|2loc=Example 2.2.2|3a1=Ross|3y=2019|3loc=Example 2.21}} |<math>X\sim \exp(\lambda)</math> |<math>\int_0^\infty \lambda xe^{-\lambda x}\,dx=\frac{1}{\lambda}</math> |- |[[Normal distribution|Normal]]{{sfnm|1a1=Casella|1a2=Berger|1y=2001|1p=103|2a1=Ross|2y=2019|2loc=Example 2.22}} |<math>X\sim N(\mu,\sigma^2)</math> |<math>\frac{1}{\sqrt{2\pi\sigma^2}} \int_{-\infty}^\infty x\, e^{-\frac12\left(\frac{x-\mu}{\sigma}\right)^2} \,dx = \mu</math> |- |[[Standard normal|Standard Normal]]{{sfnm|1a1=Billingsley|1y=1995|1loc=Example 21.1|2a1=Casella|2a2=Berger|2y=2001|2p=103}} |<math>X\sim N(0,1)</math> |<math>\frac{1}{\sqrt{2\pi}}\int_{-\infty}^\infty xe^{-x^2/2}\,dx=0</math> |- |[[Pareto distribution|Pareto]]{{sfnm|1a1=Johnson|1a2=Kotz|1a3=Balakrishnan|1y=1994|1loc=Chapter 20}} |<math>X\sim \mathrm{Par}(\alpha, k)</math> |<math>\int_k^\infty\alpha k^\alpha x^{-\alpha}\,dx = \begin{cases} \frac{\alpha k}{\alpha-1} &\text{if } \alpha > 1\\ \infty &\text{if } 0 < \alpha \leq 1\end{cases}</math> |- |[[Cauchy distribution|Cauchy]]{{sfnm|1a1=Feller|1y=1971|1loc=Section II.4}} |<math>X\sim \mathrm{Cauchy}(x_0,\gamma)</math> |<math>\frac{1}{\pi}\int_{-\infty}^\infty \frac{\gamma x}{(x - x_0)^2 + \gamma^2}\,dx</math> is [[indeterminate form|undefined]] |}
Summary:
Please note that all contributions to Niidae Wiki may be edited, altered, or removed by other contributors. If you do not want your writing to be edited mercilessly, then do not submit it here.
You are also promising us that you wrote this yourself, or copied it from a public domain or similar free resource (see
Encyclopedia:Copyrights
for details).
Do not submit copyrighted work without permission!
Cancel
Editing help
(opens in new window)
Search
Search
Editing
Expected value
(section)
Add topic