Let X be a continuous random variable denoting the temperature measured. The range of temperature is [0, 100] degree Celsius and let the probability density function of X be f(x) = 0.01 for 0 ≤ X ≤ 100.
The mean of X is ______
Correct Answer
Solution & Step-by-step Explanation
Mean Calculation Formula for Continuous Variables
The mean, or expected value, of a continuous random variable X with a probability density function over the interval is calculated using the integral:
Applying the PDF and Range
In this specific problem:
- The lower limit of the range is .
- The upper limit of the range is .
- The probability density function is .
Substituting these values into the formula, we get:
Step-by-Step Integration
To find the mean, we perform the integration:
1. Factor out the constant :
2. Integrate with respect to . The integral of is :
3. Evaluate the definite integral using the limits and :
4. Calculate the values:
5. Calculate the final result:
Verification of PDF
Before concluding, it's good practice to ensure the PDF is valid by checking if its integral over the entire range equals 1:
Since the integral equals 1, the PDF is valid.
Final Mean Value
The calculated mean of the continuous random variable X, representing the temperature, is 50.0 degrees Celsius.