12 cars will take 12 places and we are left with 4 places. So, we need to find the probability that at least 2 of them are adjacent. This will be equal to 1 - Probability that none of them are adjacent.
Let the cars be represented by C and vacant space by V.
C C C C C C C C C C C C V V V V taking 16 places.
We have 16 places to choose the 4 V's giving 16C4 ways.
If we want no two V's to be adjacent, we must place the V's around the 12 C's in 13 places- 12 after each C and 1 before the first C. i.e.; we have 13C4 ways where no vacant places are adjacent.
So, our required probability = 1 - 13C4/16C4 = 1 - (13 * 12 * 11 * 10 / 16 * 15 * 14 * 13)
= 1 - 11 / 28
= 17 / 28