In: Statistics and Probability
Excel functions to calculating binomial, Poisson, and normal distributions. Identify the functions and discuss how Excel can be used to calculate probabilities of X, X. Apply an example to at least one business scenario.
1) Binomial distribution :
We take an example of tossing a coin 6 times
here p = probability of getting head = 0.5 and q= 1-p = 0.5
Now let X be the rv : getting heads
Thus X ={0,1,2,3,4,5,6}
Thus ,
Here
Binomdist () fuction requires X value, number of trails , Probability of success, Cummulative = true or false
Here we are finding just probability of X
Thus Its =BINOMDIST(X, number of trails = 6 , probabilityof success= 1/2 , cummulative= False )
Gives the probabilities for X
If we want to find cummulative probailities,
Use BINOMDIST(X, number of trails=6, probability of success = 0.5 , Cummulative = TRUE)
We get the result as shown below,
2) Poisson distribution
let us consider we are observing the number of vehicles on road in every 1 min for 5 mins
Here x = number of vehicles,
The mean of abservation is obtained then the probabilities are obtained as below
we have X= number of vehilcles in 1 min = { 3,5,4,3,6}
Obtain mean using =average() function and varience using =var() function .
mean= 42
the function where we do not need cummulative is as,
POISSON(X, mean , cummulative= FALSE)
Now if we want the cumulative then put it as true,
Now just drag down to get all probabilities , Thus the output looks like ,
3) Normal Distribution :
Let us consider that, We have a sample of heigths in feets
X={3,3.5,4,3.2,6.2,5.2,4.2 }
Here the mean is 4.
varience is
standard deviation is
Thus the excel command to get the probabilities is
NORMDIST(x = rv , mean , standard deviation , cummulative required = true or false )
If we want to calculate the cummulative probabilities the we put Cummulative= True as shown
Thus the output looks like
Hence We get the output for cummulative probabilities according to noramal curve.