How to Integrate the Probability Density Function

In three circumstances, it is useful to integrate a probability density function. First, acquiring a cumulative distribution function requires you to distribute the probability density function in a way that leaves in a variable (so that it remains a function). Second, integrate it over its domain to check whether a probability density function conforms to the rules. Finally, applied probability lets you use integration to determine the probability of a variable being between two numbers.

Instructions

  1. Finding the Cumulative Distribution Function

    • 1

      Write the probability function in terms of its variable. Let this variable be "x."

    • 2

      Write a definite integral of the probability density function with respect to "x." Set the upper limit to "a." Set the lower limit to negative infinity.

    • 3

      Perform the integration according to the laws of integration. You will yield two terms. The second term (the negative term) will equate to zero.

    • 4

      Rewrite the result in the form of a function. Simplify and replace "a" with "x." This is the cumulative distribution function corresponding to the probability density function.

    Confirming the Properties of a Probability Density Function

    • 5

      Write the probability function in terms of its variable. Let this variable be "x."

    • 6

      Write a definite integral of the probability density function with respect to "x." Set the upper limit to positive infinity. Set the lower limit to negative infinity.

    • 7

      Perform the integration according to the laws of integration. You will yield two terms, one being subtracted from the other.

    • 8

      Check if the terms equal "1" after performing the subtraction. If so, the probability density function conforms to the rules of a probability density function. Otherwise, it violates the laws of a probability density function and should be revised.

    Finding the Probability Between Two Numbers

    • 9

      Write the probability function in terms of its variable. Let this variable be "x."

    • 10

      Write a definite integral of the probability density function with respect to "x." Set the upper limit to "a." Set the lower limit to "b." The values of "a" and "b" equal the values of the two numbers to which you want to limit the variable "x." The number "a" must be larger than "b."

    • 11

      Perform the integration according to the laws of integration. You will yield two terms. Both terms evaluate to be real numbers.

    • 12

      Perform the arithmetic as called for in the result of the integral. The final result will be a real number and represents probability P(b < x < a).

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