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What Step-by-Step Guide Can Help You Master the Law of Total Probability?

1. Understand the Basics
Start by getting to know events A, B1, B2, and so on. Make sure you understand what probabilities are related to these events.

2. Identify Partitioning Events
Check that the events B1, B2, etc., cover everything. This means that if you add up the probabilities of all these events, they should equal 1.

3. Use the Law of Total Probability
To find the overall probability of event A, you can use this formula:

P(A) = P(A | B1) * P(B1) + P(A | B2) * P(B2) + ... + P(A | Bn) * P(Bn)

This means you take the probability of A happening if B1 happens, multiply it by how likely B1 is, and do the same for B2, and so on.

4. Apply an Example
Let’s see how this works with numbers:

  • Suppose P(A | B1) = 0.7 (this means if B1 happens, A happens 70% of the time).
  • P(B1) = 0.4 (this means B1 happens 40% of the time).
  • P(A | B2) = 0.2 (this means if B2 happens, A happens 20% of the time).
  • P(B2) = 0.6 (this means B2 happens 60% of the time).

Now, plug these numbers into the formula:

P(A) = (0.7 * 0.4) + (0.2 * 0.6)
= 0.28 + 0.12
= 0.4

So, the overall probability of event A is 0.4.

5. Practice Problems
To get better at this, try working through different examples on your own. It’ll help you understand the concepts better!

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What Step-by-Step Guide Can Help You Master the Law of Total Probability?

1. Understand the Basics
Start by getting to know events A, B1, B2, and so on. Make sure you understand what probabilities are related to these events.

2. Identify Partitioning Events
Check that the events B1, B2, etc., cover everything. This means that if you add up the probabilities of all these events, they should equal 1.

3. Use the Law of Total Probability
To find the overall probability of event A, you can use this formula:

P(A) = P(A | B1) * P(B1) + P(A | B2) * P(B2) + ... + P(A | Bn) * P(Bn)

This means you take the probability of A happening if B1 happens, multiply it by how likely B1 is, and do the same for B2, and so on.

4. Apply an Example
Let’s see how this works with numbers:

  • Suppose P(A | B1) = 0.7 (this means if B1 happens, A happens 70% of the time).
  • P(B1) = 0.4 (this means B1 happens 40% of the time).
  • P(A | B2) = 0.2 (this means if B2 happens, A happens 20% of the time).
  • P(B2) = 0.6 (this means B2 happens 60% of the time).

Now, plug these numbers into the formula:

P(A) = (0.7 * 0.4) + (0.2 * 0.6)
= 0.28 + 0.12
= 0.4

So, the overall probability of event A is 0.4.

5. Practice Problems
To get better at this, try working through different examples on your own. It’ll help you understand the concepts better!

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