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By: Neil E. Cotter |
Probability |
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Conditional probability |
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Continuous random variables |
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Example 1 |
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Ex: Given joint probability density function f(x, y) = 1 on the area of the x,y-plane shown below, find the conditional probability density function .
Sol'n: The illustration below shows a 3-dimensional view of f(x, y).
The conditional probability, f(y | x = 2), is equal to the cross-section of f(x, y) in the y direction at x = 2 scaled vertically to make the area equal to one. The illustration below shows the cross-section at x = 2.
The width of the cross-section is apparent in the following top view of the support (or footprint) of f(x, y) in the xy-plane.
This cross-section is a function of y as shown below.
We scale the figure vertically to obtain area equal to one. That is, we multiply by 9/4:
If we take a purely mathematical approach to finding f(y | x = 2), we use the definition of conditional probability:
Substituting f(x = 2, y) = 1, we complete the calculation:
The equation for f(y | x = 2) also captures the information in the above plot: