Answer

问题及解答

Exercise 2.1

Posted by haifeng on 2020-03-09 14:43:18 last update 2020-03-09 14:54:00 | Edit | Answers (1)

A certain sports car comes equipped with either an automatic or a manual transmission, and the car is available in one of four colors. Relevant probabilities for various combinations of transmission type and color are given in the accompanying table.

    White Blue Black Red
Transmission Type A .15 .10 .10 .10
Transmission Type M .15 .05 .15 .20

 

Let $A=\{\text{automatic transmission}\}$, $B=\{\text{black}\}$, and $C=\{\text{white}\}$.

  1.   Calculate $P(A)$, $P(B)$ and $P(A\cap B)$.
  2.   Calculate both $P(A|B)$ and $P(B|A)$, and explain in context what each of these probabilities represents.
  3.   Calculate and interpret $P(A|C)$ and $P(A|C^c)$.
     

 


 

References:

Book P83, Exer 45.

1

Posted by haifeng on 2020-03-09 15:10:04

(1) 

\[
\begin{split}
P(A)&=P(A\cap\{\text{White}\})+P(A\cap\{\text{Blue}\})+P(A\cap\{\text{Black}\})+P(A\cap\{\text{Red}\})\\
&=0.15+0.10+0.10+0.10\\
&=0.45
\end{split}
\]

\[
P(B)=P(\{\text{Black}\})=P(A\cap\{\text{Black}\})+P(M\cap\{\text{Black}\})=0.10+0.15=0.25
\]

\[
P(A\cap B)=P(A\cap\{\text{Black}\})=0.10
\]


(2)

\[
P(A|B)=\frac{P(A\cap B)}{P(B)}=\frac{0.10}{0.10+0.15}=\frac{2}{5}=0.4
\]

\[
P(B|A)=\frac{P(B\cap A)}{P(A)}=\frac{0.10}{0.45}=\frac{2}{9}\approx 0.222222
\]

 


(3)

\[
P(A|C)=\frac{P(A\cap C)}{P(C)}=\frac{0.15}{0.15+0.15}=\frac{1}{2}=0.5
\]

\[
P(A|C^c)=\frac{P(A\cap C^c)}{P(C^c)}=\frac{P(A\cap\{\text{Blue, Black, Red}\})}{1-P(C)}=\frac{0.10+0.10+0.10}{1-(0.15+0.15)}=\frac{3}{7}\approx 0.428571
\]