How to Determine the Constant c for a t-Student Distribution in Statistics?

  • Thread starter Thread starter kcirick
  • Start date Start date
  • Tags Tags
    Test
AI Thread Summary
To determine the constant c for the t-Student distribution, the statistic t must be expressed as t = c( \bar{x} - x_{n+1}) / s, where \bar{x} is the sample mean and s is the sample standard deviation. The standard form of the t-distribution is t = ( \bar{x} - \mu) / (s / √n), indicating that c must equal √n for the statistic to follow a t-distribution. The degrees of freedom for this scenario is n, as the sample standard deviation s is calculated from n independent observations. The discussion also highlights the differences between the two t-statistic formulas, emphasizing the role of the sample mean versus the population mean. Understanding these relationships is crucial for correctly applying the t-Student distribution in statistical analysis.
kcirick
Messages
54
Reaction score
0
Question:
Consider n+1 mutually independent random variables x+i from a normal distribution N(\mu ,\sigma ^{2}). Define:

\bar{x} = \frac{1}{n} \sum_{i=1}^{n}{x_{i}} and s^{2}=\frac{1}{n}\sum_{i=1}^{n}{\left(x_{i} - \bar{x}\right)^{2}}

Find the constant c so that the statistic

t= c\frac{\bar{x} - x_{n+1}}{s}

follows a t-student law. Find the degrees of freedom. Justify.

What I have so far:
Not much, but for a statistic to follow Student T distribution with n-1:

t=\frac{\bar{x}-\mu}{s / \sqrt{n}}

Because we have n+1 random variables, and s has n degrees of freedome, the resulting student t distribution will have n degree of freedoms (if s is sample standard deviation, it should have n-1 degrees of freedom). I also just expanded the above equation:

t=c \frac {\frac{1}{n}\sum_{i=1}^{n}{x_{i}}-x_{n+1}}{\left(\frac{1}{n}\sum_{i=1}^{n}\left(x_{i} - \bar{x}\right)^{2}\right)^{\frac{1}{2}}}

But what next? Can someone help? thanks!
 
Physics news on Phys.org
What are the two differences between the formula

t= \frac{\bar{x} - x_{n+1}}{s}

and

t=\frac{\bar{x}-\mu}{s / \sqrt{n}}
?
 
I tried to combine those 2 formulas but it didn't work. I tried using another case where there are 2 red balls and 2 blue balls only so when combining the formula I got ##\frac{(4-1)!}{2!2!}=\frac{3}{2}## which does not make sense. Is there any formula to calculate cyclic permutation of identical objects or I have to do it by listing all the possibilities? Thanks
Essentially I just have this problem that I'm stuck on, on a sheet about complex numbers: Show that, for ##|r|<1,## $$1+r\cos(x)+r^2\cos(2x)+r^3\cos(3x)...=\frac{1-r\cos(x)}{1-2r\cos(x)+r^2}$$ My first thought was to express it as a geometric series, where the real part of the sum of the series would be the series you see above: $$1+re^{ix}+r^2e^{2ix}+r^3e^{3ix}...$$ The sum of this series is just: $$\frac{(re^{ix})^n-1}{re^{ix} - 1}$$ I'm having some trouble trying to figure out what to...
Back
Top