Conditional probability - Exercise Set 1

This exercise set contains some solved exercises on conditional probability. The theory needed to solve these exercises is introduced in the lecture entitled Conditional probability.

Exercise 1.1

Consider a sample space Omega comprising three possible outcomes $omega _{1}$, $omega _{2}$, $omega _{3}$:[eq1]

Suppose the three possible outcomes are assigned the following probabilities:[eq2]

Define the events:[eq3]

and denote by $E^{c}$ the complement of E.

Compute [eq4], the conditional probability of F given $E^{c}$.

nav_button Solution

We need to use the conditional probability formula:[eq5]

The numerator is:[eq6]and the denominator is:[eq7]

As a consequence:[eq8]

Exercise 1.2

Consider a sample space Omega comprising four possible outcomes $omega _{1}$, $omega _{2}$, $omega _{3}$, $omega _{4}$:[eq9]

Suppose the four possible outcomes are assigned the following probabilities:[eq10]

Define two events:[eq11]

Compute [eq12], the conditional probability of E given F.

nav_button Solution

We need to use the formula:[eq13]

But[eq14]while, using additivity:[eq15]

Therefore:[eq16]

Exercise 1.3

The Census Bureau has estimated the following survival probabilities for men:

  1. probability that a man lives at least 70 years: 80%;

  2. probability that a man lives at least 80 years: 50%.

What is the conditional probability that a man lives at least 80 years given that he has just celebrated his 70th birthday?

nav_button Solution

Given an hypothetical sample space Omega, define the two events:[eq17]

We need to find the following conditional probability:[eq18]

The denominator is known:[eq19]

As far as the numerator is concerned, note that $Fsubseteq E$ (if you live at least 80 years then you also live at least 70 years). But $Fsubseteq E$ implies:[eq20]

Therefore:[eq21]

Thus:[eq22]

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