Probability, Odds and Binomial PMF Flashcards
understand Probability, Odds and Binomial PMF
What ranges must Proportions lie within?
0 to 1
What ranges must Probabilities lie within?
0 to 1
What does “the compliment of event F” mean?
The probability that event F does not occur
-Given by Pr(F bar)=1-Pr(f)
What is probable intersection?
Is the event that both events F and G occur
-Pr(FnG)=Pr(F)/Pr(G)
What is the Probable Union?
Is the event that either event F, G or both occur
-Pr(FUG)=Pr(F)+Pr(G)-Pr(FnG)
What is mutually exclusive probability?
The event that Neither F not G can occur together
-Pr(FUG)=Pr(F)+Pr(G)
What is probable independence?
The event in which two unrelated events occur
-Pr(FnG)=Pr(F)xPr(G)
What is conditional Probability?
The event that F happens given G has occurred
-Pr(F|G)=Pr(FnG)/Pr(F)
If F and G are independent this simplifies to:
-Pr(F|G)=Pr(F)
What is the Probability Mass Function?
- The PMF tells us everything we need to know about the properties of a random variable x
- Done by completing PMF tables
Describe the Binomial distribution
- Binary outcomes are characterised by the binomial distribution
- Distribution has two parameters:
- number of fixed trials (n)
- Probability of success in a trail (p) (also fixed value)
What does a small probability p value tell us?
There will be a small number of successes out of the number of trials conducted
What does a large probability p value tell us?
There will be a large number of successes out of the number of trials conducted
What are the four conditions of the Binomial distribution?
- Two outcomes
- Fixed number of trials
- Independence of of observations
- Constant probability of success
Describe confidence intervals for proportions
- Similar of that too the CI of normal data except it is given by the Z distribution
- Z=1.96
What will the estimate of a confidence interval of proportions be?
Usually within 2 standard errors of the P-value
What is the hypothesises for proportional confidence intervals?
Ho: difference in proportions = 0
H1: difference in proportions is not = 0
What sampling situation arises from proportions originating from independent samples?
Situation A
What sampling situation arises from the same sample gives rise to two or more proportions where only one option can be chosen?
Situation B
What sampling situation arises from the same sample gives rise to two or more proportions and there is no limit on the options that can be chosen?
Situation C
What is the Value of Z ?
1.96
What is an odd ratio?
The measure of effect which allows comparison of two results from a group (ie: comparison of control/placebo group)
How is a statistical Odd calculated?
Odds = Pr(success)/Pr(failure)
How is the confidence intervals for Odds ratios different to other CI’s?
You need to take the log of the ratio to start with
How is an odds ratio calculated?
Odds ratio= odds(F)/odds(G)
-where the odds of F and G are the odds of success
Whats is special about the value of odds?
They never take a negative value