Binomial Distribution
I assume you know the combinations formula:
A coin is flipped 100 times.
What is the probability heads comes up at
least 60 times?
You buy a certain type of lottery ticket once a
week for 4 weeks.
What is the probability you win a cash prize
exactly twice?
The number of successes in n independent
Bernoulli trials has a binomial distribution.
Bernoulli trial is a random experiment with exactly two
possible outcomes, "success" and "failure“.
•P(Success)= p and this stays constant from trial
to trial.
•P(Failure)=1-p
•X represents the number of successes in n trials.
Then X has a binomial distribution:
For x=0,1,2,…,n
Mean
Variance
Example:
A six-sided die is rolled 3 times.
What is the probability a 5 come up exactly twice?
Success: Rolling a 5
Failure: Rolling anything but not a 5
Let X represent the number of fives in 3 rolls
X has a binomial distribution with n=3 and p=1/6
𝑃 𝑥 = 2 = (
3
2
)
1
6
2
(1 −
1
6
)3−2
=0.0694
1
2
2
3
3
3
3
S
S
S
S
S
S
S
F
F
F
F
F
F
F
SSSSSS
SSF
SFS
SFF
FSS
FSF
FFS
FFF
Exact 3 success
occur in those 3
sequence
𝑝 𝑥 = 2 = 3𝑝2
(1 − 𝑝)1
3
2
= 3
Thank you

Binomial distribution

Editor's Notes

  • #3 Also known as the binomial coefficient because it plays a role in the binomial distribution
  • #4 We will see that we will be able to use the binomial distribution to calculate this probability.
  • #5 We will see that we will be able to use the binomial distribution to calculate this probability.
  • #6 We will see that we will be able to use the binomial distribution to calculate this probability.
  • #7 Failure is simply the complement of success
  • #9 The mean or expectation of a binomial random variable X=np
  • #12 To get the overall probality, we need t omultiply the probability of specific ordering of x success by the number of ways x success happens, So the probability of getting exactly two success is going to be equal to 3 times p power2 time 1-p power1 So use how many ways x happen in n trail