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- Section A
- Fundamentals of Probability
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- An event is a result of an experiment or an observation of some
phenomenon.
- The probability of an event is a mathematical quantity describing the
likelihood that the event happens.
Probabilities range from 0 to 1.
If an event is CERTAIN, the probability is 1. If an event is an impossibility its
probability is 0.
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- An theoretical probability is one based on assumptions about the event
in question.
- An empirical probability is one based on the actual results of
observations or experiments.
- A subjective estimate of a probability is one made through personal
judgment or intuition.
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- An theoretical probability is one based on assumptions about the event
in question.
- If a standard 6-sided die is rolled, the probability of rolling:
- an even number is 1/2. P(E) = 1/2
- a 5 is 1/6. P(5) = 1/6
- a number greater than 4 is 1/3. P(>4) = 1/3
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- If the outcomes are equally likely:
- Count the total number of possible outcomes of an event.
- Count the number of outcomes that represent success - that is, the
number of outcomes that represent the desired result.
- Determine the probability of success by dividing the number of
successes by the total number of possible outcomes.
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- If the outcomes are equally likely,
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- Probability of winning the lottery, where winning involves picking 6
numbers from 1-52. (order
irrelevant, no repetitions)
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- Given 5 cards from a standard 52 card deck, find the probability that
all 5 are spades.
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- During 1997, it was observed that it rained on 115 different days. For a given day, what is the
probability that it rained?
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- For a given experiment, the probability is 1 that SOMETHING happens.
- Therefore, if we were to add the probabilities for all possible events
we should get 1.
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- Consider flipping two coins and counting the number of heads on any
toss.
- We should have P(0) + P(1) + P(2) = 1.
- P(0) = 1/4
- P(1) = 1/2
- P(2) = 1/4
- 1/4 + 1/2 + 1/4 = 1
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- Empirical techniques are used when theoretical techniques cannot be
used.
- For example, if you are interested in the probability of an engine part
failing, there is no theoretical way to calculate that probability.
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- You would then take some number of randomly selected parts and test
them, counting the number that failed and arriving at your probability.
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- Suppose a fair coin has been flipped 9 times and has come up heads each
time.
- What is the probability it will come up heads again?
- 1/2
- The coin is not smart enough to know what it has been doing.
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- If a region has flooded 4 times in the past 2000 years such a flood is
called a “500 year flood.”
- Is it possible for a region to have a 500 year flood 2 years in a row?
- Yes!
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- Is it likely a region will have a 500 year flood 2 years in a row?
- No.
- What is the probability of it happening?
- Wait till next section to find out how to calculate such a probability.
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