Math Problem Statement
If the distribution function of x is f(x)= xe^{-x/\lambda} over the interval 0<x<\infty the mean value of x is
(a) λ
(b) 2λ
(c) \frac{\lambda}{2}
(d) 0
Solution
The given distribution function is:
To find the mean value of , denoted as , we need to calculate the expected value of :
This simplifies to:
We can solve this using integration by parts or by using a known integral formula for gamma functions. The integral is of the form:
In our case, and , so:
Thus, the mean value of is .
The correct answer is:
(b)
Would you like any further explanation or details on this process?
Here are 5 related questions you might explore next:
- How do you compute the variance of for this distribution?
- What is the normalization constant for this distribution function?
- Can you derive the cumulative distribution function (CDF) from the given PDF?
- What is the skewness of this distribution?
- How does the expected value change if is defined over a different interval?
Tip: When dealing with integrals involving exponential functions, the gamma function can often simplify calculations.
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Math Problem Analysis
Mathematical Concepts
Probability Distribution
Expected Value
Gamma Function
Formulas
Expected Value: \langle x \rangle = \int_0^\infty x f(x) dx
Gamma Function: \int_0^\infty x^n e^{-ax} dx = \frac{n!}{a^{n+1}}
Theorems
Gamma Function Theorem
Expected Value Calculation
Suitable Grade Level
University Level - Statistics/Calculus
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