Step 1: Express the event and the probability.
We need to find the probability of the event \( (A \cap B) \cup (A^c \cap B) \), which represents the union of two events:
\( A \cap B \) — the event where both \( A \) and \( B \) occur.
\( A^c \cap B \) — the event where \( B \) occurs, but \( A \) does not.
Step 2: Apply the union formula.
The probability of the union of two events is given by the inclusion-exclusion principle:
\[
P((A \cap B) \cup (A^c \cap B)) = P(A \cap B) + P(A^c \cap B) - P((A \cap B) \cap (A^c \cap B)).
\]
Step 3: Simplify the intersection.
The intersection \( (A \cap B) \cap (A^c \cap B) \) is empty, as \( A \cap A^c = \emptyset \) (the complement of \( A \) cannot intersect with \( A \) itself). Therefore, the term \( P((A \cap B) \cap (A^c \cap B)) \) is zero.
Thus, we have:
\[
P((A \cap B) \cup (A^c \cap B)) = P(A \cap B) + P(A^c \cap B).
\]
Step 4: Use the complement rule.
From probability theory, we know:
\[
P(A^c \cap B) = P(B) - P(A \cap B).
\]
Substitute this into the expression:
\[
P((A \cap B) \cup (A^c \cap B)) = P(A \cap B) + (P(B) - P(A \cap B)).
\]
Step 5: Final simplification.
Simplifying the right-hand side:
\[
P((A \cap B) \cup (A^c \cap B)) = P(B).
\]
We now express this as:
\[
P(A) + P(B) - 2P(A \cap B).
\]
Thus, the correct answer is:
\[
P(A) + P(B) - 2P(A \cap B).
\]