The random variable $X$ is defined by its probability density function (PDF) $f(x)$ as follows: $f(x) = \begin{cases} 0, & x < -\frac{\pi}{2} \\ a \cdot \cos(x), & -\frac{\pi}{2} \le x < \frac{\pi}{2} \\ 0, & x \ge \frac{\pi}{2} \end{cases}$ The problem asks to find the value of the parameter $a$ and the cumulative distribution function (CDF) $F(x)$.

Probability and StatisticsProbability Density FunctionCumulative Distribution FunctionIntegrationTrigonometry
2025/4/22

1. Problem Description

The random variable XX is defined by its probability density function (PDF) f(x)f(x) as follows:
$f(x) = \begin{cases}
0, & x < -\frac{\pi}{2} \\
a \cdot \cos(x), & -\frac{\pi}{2} \le x < \frac{\pi}{2} \\
0, & x \ge \frac{\pi}{2}
\end{cases}$
The problem asks to find the value of the parameter aa and the cumulative distribution function (CDF) F(x)F(x).

2. Solution Steps

First, we need to find the value of aa. The integral of the probability density function over the entire real line must be equal to 1:
f(x)dx=1\int_{-\infty}^{\infty} f(x) dx = 1
Since f(x)f(x) is non-zero only between π2-\frac{\pi}{2} and π2\frac{\pi}{2}, we have:
π2π2acos(x)dx=1\int_{-\frac{\pi}{2}}^{\frac{\pi}{2}} a \cdot \cos(x) dx = 1
aπ2π2cos(x)dx=1a \int_{-\frac{\pi}{2}}^{\frac{\pi}{2}} \cos(x) dx = 1
a[sin(x)]π2π2=1a [\sin(x)]_{-\frac{\pi}{2}}^{\frac{\pi}{2}} = 1
a[sin(π2)sin(π2)]=1a [\sin(\frac{\pi}{2}) - \sin(-\frac{\pi}{2})] = 1
a[1(1)]=1a [1 - (-1)] = 1
2a=12a = 1
a=12a = \frac{1}{2}
Now, we need to find the CDF F(x)F(x). The CDF is defined as:
F(x)=xf(t)dtF(x) = \int_{-\infty}^{x} f(t) dt
We have three cases:

1. $x < -\frac{\pi}{2}$:

F(x)=x0dt=0F(x) = \int_{-\infty}^{x} 0 dt = 0

2. $-\frac{\pi}{2} \le x < \frac{\pi}{2}$:

F(x)=π20dt+π2x12cos(t)dt=0+12[sin(t)]π2x=12[sin(x)sin(π2)]=12[sin(x)+1]F(x) = \int_{-\infty}^{-\frac{\pi}{2}} 0 dt + \int_{-\frac{\pi}{2}}^{x} \frac{1}{2} \cos(t) dt = 0 + \frac{1}{2} [\sin(t)]_{-\frac{\pi}{2}}^{x} = \frac{1}{2} [\sin(x) - \sin(-\frac{\pi}{2})] = \frac{1}{2} [\sin(x) + 1]

3. $x \ge \frac{\pi}{2}$:

F(x)=π20dt+π2π212cos(t)dt+π2x0dt=0+12[sin(π2)sin(π2)]+0=12[1(1)]=12(2)=1F(x) = \int_{-\infty}^{-\frac{\pi}{2}} 0 dt + \int_{-\frac{\pi}{2}}^{\frac{\pi}{2}} \frac{1}{2} \cos(t) dt + \int_{\frac{\pi}{2}}^{x} 0 dt = 0 + \frac{1}{2} [\sin(\frac{\pi}{2}) - \sin(-\frac{\pi}{2})] + 0 = \frac{1}{2} [1 - (-1)] = \frac{1}{2} (2) = 1
Therefore, the CDF F(x)F(x) is:
$F(x) = \begin{cases}
0, & x < -\frac{\pi}{2} \\
\frac{1}{2} (\sin(x) + 1), & -\frac{\pi}{2} \le x < \frac{\pi}{2} \\
1, & x \ge \frac{\pi}{2}
\end{cases}$

3. Final Answer

a=12a = \frac{1}{2}
$F(x) = \begin{cases}
0, & x < -\frac{\pi}{2} \\
\frac{1}{2} (\sin(x) + 1), & -\frac{\pi}{2} \le x < \frac{\pi}{2} \\
1, & x \ge \frac{\pi}{2}
\end{cases}$

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