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Student's t-Distribution: Definition, Properties, and Applications
Student's t-Distribution
Definition: The Student's t-distribution is a continuous probability distribution that arises when estimating the mean of a normally distributed population in situations where the sample size is small and the population standard deviation is unknown.
Formula:The probability density function (PDF) is given by:Where:
Properties
- Mean: for
- Variance: for
- Key Characteristics:
- Bell-shaped and symmetric about 0
- More peaked and heavier tails than normal distribution
- Approaches normal distribution as ν increases
- Support is all real numbers