Problem Statement:
Assume that birthdays are uniformly distributed over $365$ days of the year and ignore leap years. In a randomly chosen group of $n$ people, what is the probability that at least two people have the same birthday?
Solution:
It is easier to solve this by finding the probability of the complementary event, which is that no two people share the same birthday (i.e., all $n$ people have distinct birthdays).
The total number of possible birthday combinations for $n$ people is $365^n$.
For all $n$ people to have distinct birthdays:
- The $1^{\text{st}}$ person can have a birthday on any of the $365$ days.
- The $2^{\text{nd}}$ person must have a birthday on one of the remaining $364$ days.
- The $3^{\text{rd}}$ person must have a birthday on one of the remaining $363$ days.
- $\dots$
- The $n^{\text{th}}$ person must have a birthday on one of the remaining $(365 - (n - 1)) = (365 - n + 1)$ days.
The number of favorable ways all $n$ people can have distinct birthdays is:
$$365 \times 364 \times \dots \times (365 - n + 1)$$
The probability that all $n$ people have distinct birthdays is:
$$P(\text{All distinct}) = \frac{365 \cdot 364 \cdot \dots \cdot (365 - n + 1)}{365^n}$$
Using the rule of complement, the probability that at least two people share the same birthday is:
\begin{align*}
P(\text{At least two share}) &= 1 - P(\text{All distinct}) \\
&= 1 - \frac{365 \cdot 364 \cdot \dots \cdot (365 - n + 1)}{365^n}
\end{align*}
Correct Option: A. $1 - \frac{365 \cdot 364 \cdot \dots \cdot (365 - n + 1)}{365^n}$