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Chi-Square Distribution: Definition, Formula, and Applications
Chi-Square Distribution
Definition: The chi-square distribution is a probability distribution of a sum of squared standard normal random variables. It is widely used in statistical inference, particularly for tests of independence and goodness-of-fit tests.
Formula:The probability density function (PDF) is given by:
Where:
Where:
- is the degrees of freedom (shape parameter)
- is the value of the chi-square statistic
Properties
- Mean: (equals degrees of freedom)
- Variance:
- Mode:
- Support:
- Special cases:
- The sum of standard normal variables squared
- is the square of a standard normal
- For large , approaches normal distribution