What is the probability density function formula for a continuous uniform distribution on the interval [a, b]?
The probability density function (PDF) for a continuous uniform distribution on the interval [a, b] is a constant value given by the formula . The numerator 1 represents the total probability of 100%, while the denominator is the length of the interval, calculated as the upper bound minus the lower bound.
Conditions
- The distribution is continuous and uniform.
- The random variable is defined on the closed interval [a, b].
- The lower bound a is strictly less than the upper bound b.
Reasoning, step by step
- Identify the lower bound a and the upper bound b of the distribution interval.
- Calculate the length of the interval by subtracting the lower bound from the upper bound: .
- Divide the total probability (1) by the interval length to find the constant density value: .
Example
For a bus arriving every 60 minutes where the waiting time is uniformly distributed between 0 and 60 minutes, the lower bound is and the upper bound is . The PDF is calculated as .
Common misconceptions
- Assuming the probability density function represents the probability of a single exact outcome, rather than a density over an interval.
- Forgetting that the function is only non-zero within the interval [a, b] and is zero elsewhere.
Watch the explanation
1:01 – 1:42Watch this moment ↗
Explore next
Answers are generated from source material and independently checked. Consult the original video or creator if something is unclear.