In: Statistics and Probability
The table below is a discrete probability distribution of study hours for mathematics in a given week.
Hours (x) |
1 |
2 |
3 |
4 |
5 |
P(x) |
0.16 |
0.22 |
? |
0.20 |
0.14 |
Hours (x) |
1 |
2 |
3 |
4 |
5 |
P(x) |
0.16 |
0.22 |
? |
0.20 |
0.14 |
Find the probability of x=3.
Probabilities have to sum up to one when you are dealing with mutually exclusive events that encompass all possible outcomes.Simply, the sum of the probabilities in a probability distribution is always 1.
P(x=1) + P(x=2) + P(x=3) + P(x=4) + P(x=5) = 1
0.16 + 0.22 + P(x=3)+ 0.20 + 0.14 = 1
P(x=3) = 0.28
Find the mean and the standard deviation of this probability distribution.
Mean or Expected Value: μ
When we know the probability p of every value x we can calculate the Expected Value (Mean) of X:
μ = Σxp
Note: Σ is Sigma Notation, and means to sum up.
To calculate the Expected Value:
Standard Deviation: σ
The Standard Deviation is the square root of the Variance:
σ = √Var(X)
Var(X) = Σx2p − μ2
σ =√1.6164= 1.2714
Find the probability that x is at most 4 hours.
P(x) = P(x=1) + P(x=2) + P(x=3) + P(x=4) = 0.16 + 0.22 + 0.28 + 0.20 = 0.86