1. The problem gives three different functions defined on different intervals:
- $$f(x) = \frac{3x^2}{7^3} e^{-\frac{x^3}{7}}, \quad 0 < x < \infty$$
- $$f(x) = 30x(1 - x)^4, \quad 0 < x < 1$$
- $$f(x) = \frac{1}{\theta} e^{\frac{x - \delta}{\theta}}, \quad \delta < x < \infty$$
2. These functions appear to be probability density functions (pdfs) because they are defined on intervals and involve exponential or polynomial terms common in pdfs.
3. To verify if each is a valid pdf, we check two conditions:
- The function must be non-negative on its domain.
- The integral over its domain must equal 1.
4. For the first function:
- The function is non-negative since $x^2 \geq 0$ and the exponential is positive.
- The integral is
$$\int_0^\infty \frac{3x^2}{7^3} e^{-\frac{x^3}{7}} dx$$
Using substitution $t = \frac{x^3}{7}$, then $dt = \frac{3x^2}{7} dx$ so $dx = \frac{7}{3x^2} dt$.
Substituting:
$$\int_0^\infty \frac{3x^2}{7^3} e^{-t} \frac{7}{3x^2} dt = \int_0^\infty \frac{1}{7^2} e^{-t} dt = \frac{1}{49} \int_0^\infty e^{-t} dt = \frac{1}{49} [ -e^{-t} ]_0^\infty = \frac{1}{49} (1 - 0) = \frac{1}{49}$$
Since this integral is $\frac{1}{49}$, not 1, the function as given is not a valid pdf unless multiplied by 49.
5. For the second function:
- The function is non-negative on $0 < x < 1$.
- The integral is
$$\int_0^1 30x(1-x)^4 dx$$
Using Beta function or binomial expansion:
$$\int_0^1 x^1 (1-x)^4 dx = \text{Beta}(2,5) = \frac{\Gamma(2) \Gamma(5)}{\Gamma(7)} = \frac{1! \cdot 4!}{6!} = \frac{24}{720} = \frac{1}{30}$$
Multiplying by 30:
$$30 \times \frac{1}{30} = 1$$
So the integral equals 1, confirming it is a valid pdf.
6. For the third function:
- The function is non-negative for $x > \delta$.
- The integral is
$$\int_\delta^\infty \frac{1}{\theta} e^{\frac{x - \delta}{\theta}} dx$$
Rewrite the exponent:
$$e^{\frac{x - \delta}{\theta}} = e^{\frac{x}{\theta}} e^{-\frac{\delta}{\theta}}$$
This grows exponentially as $x \to \infty$, so the integral diverges.
If the function was meant to be
$$f(x) = \frac{1}{\theta} e^{-\frac{x - \delta}{\theta}}, \quad x > \delta$$
then the integral would be
$$\int_\delta^\infty \frac{1}{\theta} e^{-\frac{x - \delta}{\theta}} dx = 1$$
which is the pdf of an exponential distribution with location $\delta$ and scale $\theta$.
7. Summary:
- First function is not normalized; multiply by 49 to normalize.
- Second function is a valid pdf.
- Third function as given is not a valid pdf; likely a typo in the exponent sign.
Pdf Verification 9A7910
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