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Conditional Probability

Conditional Probability

Unconditional Probability

Unconditional probability (also known as marginal probability) is simply the probability that the occurrence of an event does not, in any way, depend on any other preceding events. In other words, unconditional probabilities are not conditioned on the occurrence of any other events; they are ‘stand-alone’ events. Therefore, if we are interested in the probability of an event, say, A, the standard annotation is P(A). Let’s look at a few examples:

  1. The probability that it will rain on a given day without considering the rainfall pattern of a given area or any other climatic factor.
  2. The probability that a given stock will earn a 10% annual return without considering the preceding annual returns.

We will learn in a future learning outcome statement to calculate and interpret an unconditional probability using the total probability rule.

Conditional Probability

Conditional probability is the probability of one event occurring with some relationship to one or more other events. Our interest lies in the probability of an event ‘A’ given that another event ‘B ‘has already occurred. Here’s what you should ask yourself:

“What is the probability of one event occurring if another event has already taken place?”

We pronounce P(A | B) as “the probability of A given B.,” and it is given by:

$$P(A│B)=\frac{P(A\cap B)}{P(B)}$$

The bar sandwiched between A and B simply indicates “given.”

Example: Groups of Investors

In a group of 100 investors,

  • 40 buy stocks;
  • 30 purchase bonds; and
  • 20 purchase stocks and bonds.

If an investor chosen at random bought bonds, what is the probability they also bought stocks?

Solution

$$
\begin{array}{c|c|c}
\textbf{Event} & \textbf{Notation} & \textbf{Probability} \\
\hline
\text{Buys stocks} & \text{A} & \text{0.4(=40/100)} \\
\text{Buys bonds} & \text{B} & \text{0.3 (=30/100)} \\
\text{Buys stocks and bonds} & \text{A and B} & \text{0.2 (=20/100)} \\
\end{array}
$$

We want the probability of an investor buying stocks given that they have already bought bonds. This is P(A | B):

$$ \begin{align} P\left( A|B \right) & =\frac { P\left( A\cap B \right) }{ P\left( B \right) } \\ & =\frac { 0.2 }{ 0.3 }  = 0.67 \end{align}$$

Rearranging the Formula

Note that we can also make the numerator the subject so that:

$$ P\left( A\cap B \right) =P\left( A|B \right) P\left( B \right) $$

For independent events, which we will see later, however,

$$ P\left( A|B \right) =\frac{P(A)P(B)}{P(B)}=P\left( A \right) $$

This is also true for \(P(B│A)=P(B)\).

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