Math Problem Statement
Find the mean value of the random variable whose pdf is given by F(x) =3 by 5 10^5 x (100-x), 0≤x≤100 The correct answer is 50
Solution
To find the mean value of a random variable with a given probability density function (PDF), we use the formula:
For the given problem, the PDF is provided as:
Since the PDF is zero outside the range , we only need to integrate within that range. So, the formula becomes:
Substitute the given PDF into the integral:
Simplify the expression inside the integral:
Now, distribute through the term :
Next, compute the integral term by term:
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The integral of :
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The integral of :
Now substitute these results back into the expression for :
Simplify the terms inside the parentheses:
Thus:
So, the mean value of the random variable is indeed .
Would you like further details on any step?
Here are 5 related questions you could explore:
- How do you find the variance of a random variable given its PDF?
- What is the significance of the mean value in probability theory?
- How do different types of distributions (normal, uniform, etc.) affect the mean value?
- What role does normalization play in ensuring a valid PDF?
- How would you approach finding the median value for this PDF?
Tip: Always check that the total probability (integral of the PDF over the range) equals 1 to confirm it's a valid PDF.
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Math Problem Analysis
Mathematical Concepts
Probability Density Function (PDF)
Expected Value
Integration
Formulas
Mean of a random variable: E[X] = ∫ x * f(x) dx
Given PDF: f(x) = (3/5) * 10^5 * x(100 - x), for 0 ≤ x ≤ 100
Theorems
Properties of PDFs
Fundamental Theorem of Calculus
Suitable Grade Level
University level (Probability and Statistics)
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