The density function ofXis given by fX(x) ={a+bx^2if 0≤x≤1 0 otherwise}.If E(X) = 3/5, find a and b.
Answer:
Given,
To determine the a and b values
let us consider expectation of x or mean
i.e.,
E(x) = ∫ x.f(x) dx ---------->(1)
E(x) = 3/5
substitute mean = E(X) = 3.5 in (1)
E(x) = ∫ x*f(x) dx =3/5
E(x) = ∫ x*(a+bx2) dx = 3/5
split the integration to both individual parts
E(x) = ∫(ax) dx + ∫(bx2) dx = 3/5
E(x) = a∫x dx + b∫x2 dx = 3/5
Now by applying the upper limit and lower limit we get
E(x) = a[x2/2]10 + b[x3/3]01 = 3/5
E(x) = (a/2) + (b/4) =3 / 5
10 a+5 b = 3 / 5‑‑‑‑‑‑‑‑ (2)
let us assume,
∫ f(x) dx = 1
substitute the given density function in f(x)
∫ (a + bx2) dx = 1
∫ a dx+ ∫ (bx2) dx = 1
a∫ dx+ b∫ x2 dx = 1
after the substitution
a+ (b/3) = 1
3a+b = 3 ‑‑‑‑‑‑‑‑‑‑‑‑(3)
Now by solving 2 and 3 equations
we get the a b values as follows
i.e.,
a = 3 / 5 = 0.6
b = 6 / 5 = 1.2
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