Open main menu
Home
Random
Recent changes
Special pages
Community portal
Preferences
About Wikipedia
Disclaimers
Incubator escapee wiki
Search
User menu
Talk
Dark mode
Contributions
Create account
Log in
Editing
Prediction interval
(section)
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!
==== Unknown mean, unknown variance ==== Combining the above for a normal distribution <math>N(\mu,\sigma^2)</math> with both ''ΞΌ'' and ''Ο''<sup>2</sup> unknown yields the following ancillary statistic:<ref>{{Harvtxt|Geisser|1993|loc=[https://books.google.com/books?id=wfdlBZ_iwZoC Example 2.2, p. 9β10]}}</ref> :<math>\frac{X_{n+1}-\overline{X}}{s\sqrt{1+1/n}} \sim T_{n-1}</math> This simple combination is possible because the sample mean and sample variance of the normal distribution are independent statistics; this is only true for the normal distribution, and in fact characterizes the normal distribution. Solving for <math>X_{n+1}</math> yields the prediction distribution :<math>\overline{X} + s\sqrt{1+1/n} \cdot T_{n-1}</math> The probability of <math>X_{n+1}</math> falling in a given interval is then: :<math>\Pr\left(\overline{X}-T_{n-1,a} s\sqrt{1+(1/n)}\leq X_{n+1} \leq\overline{X}+T_{n-1,a} s\sqrt{1+(1/n)}\,\right)=p</math> where ''T<sub>n-1,a</sub>'' is the 100((1 β ''p'')/2)<sup>th</sup> [[percentile]] of [[Student's t-distribution]] with ''n'' − 1 degrees of freedom. Therefore, the numbers :<math>\overline{X} \pm T_{n-1,a} s \sqrt{1+(1/n)}</math> are the endpoints of a 100(1 β ''p'')% prediction interval for <math>X_{n+1}</math>.
Edit summary
(Briefly describe your changes)
By publishing changes, you agree to the
Terms of Use
, and you irrevocably agree to release your contribution under the
CC BY-SA 4.0 License
and the
GFDL
. You agree that a hyperlink or URL is sufficient attribution under the Creative Commons license.
Cancel
Editing help
(opens in new window)