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Regarding continuous probability functions, the area under the graph represents the ________.

Question

Regarding continuous probability functions, the area under the graph represents the ________.

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Solution

The area under the graph of a continuous probability density function (PDF) represents the probability of a random variable falling within a particular range of values. In the context of probability theory, a continuous random variable can take on an infinite number of values within a given interval, and the PDF describes how the probabilities are distributed over those values.

Mathematically, the area under the curve between two points a a and b b on the x-axis can be calculated using definite integrals. Specifically, if f(x) f(x) is the PDF of a continuous random variable X X , then the probability that X X falls between a a and b b is given by:

P(aXb)=abf(x)dx P(a \leq X \leq b) = \int_{a}^{b} f(x) \, dx

Since the total probability must equal 1 for the entire range of the random variable, the area under the entire PDF curve (from -\infty to \infty) also equals 1:

f(x)dx=1 \int_{-\infty}^{\infty} f(x) \, dx = 1

Thus, the area under the graph of a continuous probability function provides fundamental insights into probabilities and the behavior of continuous random variables.

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