Probability
Basics of Probability
- Probability refers to the measure of likelihood that an event will occur.
- It is calculated by dividing the number of favourable outcomes by the total number of possible outcomes.
- Probability values range from 0 to 1. A probability of 0 means an event is impossible and a probability of 1 means an event is certain.
Key Terminology
- An event is any collection of outcomes of an experiment.
- A simple event is an event that can’t be broken down further.
- A compound event is an event that includes more than one simple event.
- Independent events are those whose outcomes don’t influence each other.
- Dependent events are those whose outcomes do affect each other.
Rules of Probability
- The Multiplication rule states that the probability of two independent events occurring is the product of their individual probabilities.
- The Addition rule states that the probability of either of two mutually exclusive events occurring is the sum of their individual probabilities.
- Conditional probability is the probability of an event given that another event has occurred.
Probability Distributions
- A probability distribution is a table or graph that assigns probabilities to each possible outcome of a random experiment.
- Binomial distribution and normal distribution are two commonly used probability distributions in statistics.
Importance & Relevance
- Knowing how to calculate probabilities can help make informed decisions based on data.
- Understanding probability distributions can aid in the prediction of future events.
- Concepts of probability underpin many fields of study, including economics, finance, insurance, psychology, and meteorology.
Tips
- In questions involving “and”, consider whether the events are independent. If so, multiply the probabilities; if not, use conditional probability.
- In questions involving “or”, use the addition rule, but remember to subtract the probability of both events occurring if they are not mutually exclusive.