Further Statistics - Year 1 Flashcards
X = {1, 2, 3, 4, 5, 6}
Why is it considered discrete
It has limited values
Give the formula used for the random variable X and xi with probabilities
P(X=xi)
Give the term for expectation and mean
Expectation: E(X)
Mean: x bar
Give the equation for the Binomial Distribution of X and state what the values mean
X~B(n,p) X: Discrete random variable B: The type of equation (Binomial) n: The number of trials p: The probability of the event occurring
How can the Binomial Distribution be calculated
ⁿCᵣ pˣ(1-p)ⁿ⁻ˣ
How can the mean and variance be calculated from a Binomial Distribution
Mean: np
Variance: np(1-p)
State the Poisson Distribution for X and state what the values mean
X~Po(λ)
X: Discrete Random Variable
Po: The type of distribution (Poisson)
λ: The mean
State the formula for the Poisson Distribution
.
λˣ
e^λ —–
x!
State the mean and variance of the Poisson Distribution
Mean: λ
Variance: λ
Rearrange E(aX+b)
aE(X)+b
State how variance (σ²) is found in terms of expected value
Var(X) = E(X²) - (E(X))²
Rearrange Var(aX+b)
a²Var(X)
State the equation for x bar
n
What is the equation for standard deviation (σ)
. \_\_\_\_\_\_\_\_\_\_\_\_\_ / Σx² ( Σx )² / ------ - ( ------ ) √ n ( n )
or
\_\_\_\_ / Sₓₓ / ------- √ n
What is the formula for ⁿCr
.
n!
————
(n-r)! r!
X~B(30,p) where p is usually 0.25
Describe the hypothesis test used to find p and find the effective level of significance
H₀: p=0.025
H₁: p>0.025
Test at 5% significance level
P(X≥x)≤0.05
P(X=12)=0.0507, 0.0507>0.05 → Accept H₀
P(X=13)=0.0216, 0.0216<0.05 → Reject H₀
Effective level of significance = 2.16% (P(X=x))
What us the expected value in terms of n
2
What is the variance in terms of n
2
What is the expected value in terms of Σ
.
n
P(X=x) Σ i
i=1
What is the variance in terms of Σ
.
n
P(X=x) Σ i²
i=1
What would be the result of X~Po(λ) + Y~Po(μ)
(X + Y)~Po(λ +μ)
W~Po(ν)
When can X~B(n,p) values be used for X~Po(λ) and how are they related
When n>50 and p<0.1
np = λ