Question

One of the following two functions is the p.d.f. of a continuous random variable X. For the one which is not, give a reason w
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Answer #1

For a continuous random variable X, f(X) is a pdf if--

(i)f(x)\geq 0 \:\forall\: x\:\epsilon \:\mathbf{x};(ii)\int_{\mathbf{x}}f(x).dx=1

So, as for the first function f(x)

f(x)=2-2x\geq 0 \:\forall\: x\:\epsilon [0,1]

and

\int_{\mathbf{x}}f(x).dx=\int_{0}^{1}(2-2x).dx=[2x-x^2]^1_0=2-1-0=1

So,f(x)\:is\:a\:pdf.

For the second function g(x)

g(x)=2x-1\geq 0\:\forall \:x\:\epsilon\:[0,1]

and

\int_{\mathbf{x}}g(x).dx=\int_{0}^{1}(2x-1).dx=[x^2-x]^1_0=1-1-0=0

So,g(x)\:is\:not\:a\:pdf.

So, for the first function f(x) --

\mu =E(X)=\int_{0}^{1}x*f(x).dx=\int_{0}^{1}x*(2-2x).dx=[x^2-\frac{2}{3}x^3]^1_0=1-\frac{2}{3}-0=\frac{1}{3}

P(X\leq \frac{1}{3})=\int_{0}^{\frac{1}{3}}f(x).dx

=\int_{0}^{\frac{1}{3}}(2-2x).dx=[2x-x^2]_0^{\frac{1}{3}}=\frac{2}{3}-\frac{1}{9}-0=\frac{5}{9}\approx 0.556 i.e. 56% approximately

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