Q. 2.2

Question

Consider an experiment whose sample space consists of a countably infinite number of points. Show that not all points can be equally likely. Can all points have a positive probability of occurring?

Step-by-Step Solution

Verified
Answer

It is impossible for all points to be equally probable. It is impossible for all points to have a positive probability.

1Step 1 Given Information.

Consider an experiment whose sample space consists of a countably infinite number of points.

2Step 2 Explanation.

Let us consider the hypothesis that all points are equally likely.

Let nbe the number of points and pthe nonzero probability of each point.

Hence, np=1. However, as nis infinite, so must be np, which therefore cannot equal1. It is thus impossible that all points have equal probability.

To guarantee that np=1it is necessary that nbe finite. In other words, there must be a finite number of points with a positive probability of occurring, excluding from the sample space all other points, the probability of which being zero. It is impossible for an infinitely large number of points to have a positive probability of occurring.