(a) Find the standard deviation of the distribution in Example 1.1.

(b) What is the probability that a photograph, selected at random, would show a distance x more than one standard deviation away from the average?

Short Answer

Expert verified
  1. Standard deviation =0.298h
  2. Probability for a photograph, selected at random, to show a distance x more than one standard deviation away from the average would be 0.393

Step by step solution

01

Calculating for <x2>   and  ⟨x⟩2

Refer to example 1.1, the probability distribution is,

ρ(x)=12hx For0xh

This is the probability distribution and we will use this to calculate the probability for the photograph in step 3.

The expectation value can be calculated as,

x=0hxρ(x)dx0hρ(x)dxx=0h12hxxdx0h12hxdxx=0h12hx1/2dx0h12hx1/2dxx=23x3/22x1/20hx=h3

Hence, the square of the expectation will be x2=h29.

Since, the probability density stays the same irrespective of the power ofx

Therefore,

role="math" localid="1655376313786" x2=0hx2ρ(x)dx0hρ(x)dxx2=0h12hxx2dx0h12hxdxx2=0h12hx3/2dx0h12hx1/2dxx2=h5/25h1/2x2=h25

02

Calculating for the standard deviation (a)

The equation for the standard deviation is shown below,

σ=x2x2

Substitute the calculated values in above equation,

σ=h25h29σ=9h25h245σ=4h245σ=2h35σ=0.298h

Thus, the standard deviation is 0.298h.

03

Solving for the probability for a photograph (b)

If we integrate the probability distribution over the appropriate intervals of x from 0xh, we can determine the probability of finding the photograph more than one standard deviation from the average.

i.e.

role="math" localid="1655376615068" P=0<x>σρ(x)dx+<x>+σhρ(x)dxP=0h30.298h12hx1/2dx+h2+0.298hh12hx1/2dxP=12h.2x1/2|0h30.298h+12h.2x1/2|h3+0.298hhP=1hh30.298h0+1hhh3+0.298h

Further solving above equation,

P=130.298h+113+0.298hP=0.393

So, the probability for a photograph, selected at random, to show a distance x more than one standard deviation away from the average would be 0.393.

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