2.7 AXIOMS OF PROBABILITY

The probability measure P of the probability space satisfies the following axioms:

  • Axiom 1. .
  • Axiom 2. .
  • Axiom 3. For and , where :

(2.44) Numbered Display Equation

All three axioms are consistent with intuition and the frequency interpretation of probability, as described in Chapter 1. Axiom 1 obviously states that the probability measure is nonnegative. Axiom 2 states that the probability of some event in occurring is 1: “something must happen.” From Axioms 1 and 2, the probability of any event in must lie in the range [0, 1]; events are assigned probabilities that do not exceed 1.

Get Probability, Random Variables, and Random Processes: Theory and Signal Processing Applications now with the O’Reilly learning platform.

O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.