Chi-Squared Distribution

If is a standard normal random variable, then the distribution of is a Chi-Squared distribution (see Figure 3.6). A Chi-Squared random variable is represented by . Thus:MATH(6)

 

Figure

Figure 3.6: Chi-Squared distribution.

 

The distribution of the variable mentioned in the previous equation is also referred to as centrally distributed Chi-Squared with one degree of freedom. The degree of freedom is one here because here the Chi-Squared random variable is obtained from a single standard normal random variable . The previous equation may also be represented by including the degree of freedom into the equation as: MATH

If , , ... are independent standard normal random variables then: MATHis also a Chi-Squared random variable. The distribution of is said to be centrally Chi-Squared with degrees of freedom, as the Chi-Squared random variable is obtained from independent standard normal random variables.

 

If is a normal random variable then the distribution of is said to be non-centrally distributed Chi-Squared with one degree of freedom. Therefore, is a Chi-Squared random variable and can be represented as:MATH

If , , ... are independent normal random variables then: MATH

is a non-centrally distributed Chi-Squared random variable with degrees of freedom.

 

See Also:

 

Standard Normal Distribution

Student's t Distribution