The following solved problem is in our course material but I'm having a trouble understanding a part of it:
An absent-minded man forgets his umbrella to a store with a probability of $\frac{1}{4}$. One day, after visiting four stores, he realizes he had forgotten his umbrella. What is the probability for the umbrella being left in the store $i$ ?
$ A_i $= " the umbrella has been left in the store $i$ ", $i=1,2,3,4$
$ B $= " the umbrella has been forgotten to the store "
Now
$P(A_1)=\frac{1}{4}=\frac{64}{256}, \quad P(A_2)=\frac{3}{4}\cdot\frac{1}{4}=\frac{3}{16}=\frac{48}{256}, $
$P(A_3)=(\frac{3}{4})^2\cdot\frac{1}{4}=\frac{9}{64}=\frac{36}{256}, \quad P(A_4)=(\frac{3}{4})^3\cdot\frac{1}{4}=\frac{27}{256}.$
Since $A_i \subset B$ for every $i$, $P(B|A_i)=1$ for every $i$. Now
$\sum^4_{k=1}P(A_k)=\frac{64}{256}+\frac{48}{256}+\frac{36}{256}+\frac{27}{256}=\frac{175}{256}$
and with Bayes' theorem we get
$P(A_i|B)=\frac{P(A_i)P(B|A_i)}{\sum^4_{k=1}P(A_k)P(B|A_k)}=\frac{P(A_i)}{\sum^4_{k=1}P(A_k)}=\frac{256}{175}P(A_i)$
for every $i=1,2,3,4$.
The probability of the umbrella being left in the store 1 is $P(A_1)=\frac{1}{4}=\frac{64}{256}$ but where do we get the $\frac{3}{4}$ in $P(A_2)=\frac{3}{4}\cdot\frac{1}{4}=\frac{3}{16}=\frac{48}{256}$? And why do we multiply the $\frac{3}{4}$ with the probability of the umbrella being forgotten and also put it to the power in $P(A_3)$ and $P(A_4)$?
I know that there is a similar question here but I'm confused by the solutions.
The probability of not leaving it in the first store multiplied by the probability of not leaving it in the second store is (3/4)•(3/4), which then multiplied by the probability of leaving it in the 3rd store (1/4) gives the 3rd term.