# AP Statistics Curriculum 2007 Beta

### From Socr

(→Beta Distribution) |
(→Example) |
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===Example=== | ===Example=== | ||

- | Suppose that DVDs in a certain shipment are defective with a Beta distribution with | + | Suppose that DVDs in a certain shipment are defective with a Beta distribution with <font size="3"><math>\alpha=2</math></font> and <font size="3"><math>\beta=5</math></font>. Compute the probability that the shipment has 20% to 30% defective DVDs. |

We can compute this as follows: | We can compute this as follows: |

## Revision as of 20:53, 11 July 2011

### Beta Distribution

**Definition**: Beta distribution is a distribution that models events which are constrained to take place within an interval defined by a minimum and maximum value.

**Probability density function**: For , the Beta probability density function is given by

where

- α is a positive shape parameter
- β is a positive shape parameter
- or

- , where

- x is a random variable

**Cumulative density function**: Beta cumulative distribution function is given by

where

**Moment generating function**: The Beta moment-generating function is

**Expectation**: The expected value of a Beta distributed random variable x is

**Variance**: The Beta variance is

### Applications

The Beta distribution is used in a range of disciplines including rule of succession, Bayesian statistics, and task duration modeling. Examples of events that may be modeled by Beta distribution include:

- The time it takes to complete a task
- The proportion of defective items in a shipment

### Example

Suppose that DVDs in a certain shipment are defective with a Beta distribution with α = 2 and β = 5. Compute the probability that the shipment has 20% to 30% defective DVDs.

We can compute this as follows:

The figure below shows this result using SOCR distributions