Concept:
Two events $A$ and $B$ associated with a random experiment are defined to be mathematically independent if and only if the probability of their simultaneous occurrence satisfies the product rule:
\[
P(A \cap B) = P(A) \cdot P(B)
\]
If this multiplicative equation does not hold true, the events are classified as dependent. Here, two cards are drawn sequentially with replacement from a set of 6 unique cards, meaning each draw has 6 independent outcomes.
Step 1: Determining the total sample space and listing outcomes for Event $A$.
Since two cards are drawn one by one with replacement from a box containing cards numbered $\{1, 2, 3, 4, 5, 6\}$, the total number of elementary outcomes in the sample space $S$ is:
\[
n(S) = 6 \times 6 = 36
\]
Event $A$ is defined as getting a sum equal to 10 on the two drawn cards. Let us systematically list all ordered pairs $(x, y)$ such that $x + y = 10$, where $1 \leq x, y \leq 6$:
• If $x = 4$, then $y = 6 \implies (4, 6)$
• If $x = 5$, then $y = 5 \implies (5, 5)$
• If $x = 6$, then $y = 4 \implies (6, 4)$
Thus, $A = \{(4, 6), (5, 5), (6, 4)\}$, and the number of favorable outcomes is $n(A) = 3$.
The probability of event $A$ is:
\[
P(A) = \frac{n(A)}{n(S)} = \frac{3}{36} = \frac{1}{12}
\]
Step 2: Listing outcomes and finding the probability for Event $B$.
Event $B$ is defined as getting a number other than 4 on the first card selected.
This means the first card can be any number from the set $\{1, 2, 3, 5, 6\}$ (5 possibilities), and the second card can be any number from $\{1, 2, 3, 4, 5, 6\}$ (6 possibilities).
The total number of favorable outcomes for event $B$ is:
\[
n(B) = 5 \times 6 = 30
\]
The probability of event $B$ is:
\[
P(B) = \frac{n(B)}{n(S)} = \frac{30}{36} = \frac{5}{6}
\]
Step 3: Finding the intersection set $(A \cap B)$ and computing $P(A \text{ and } B)$.
The intersection event $(A \cap B)$ represents the outcomes where the sum of the numbers is 10 AND the first card is not equal to 4. Let us filter the elements of set $A$ to remove any pair where the first coordinate is 4:
• $(4, 6)$ has 4 as the first card $\implies$ excluded.
• $(5, 5)$ does not have 4 as the first card $\implies$ included.
• $(6, 4)$ does not have 4 as the first card $\implies$ included.
Therefore, $A \cap B = \{(5, 5), (6, 4)\}$, which gives $n(A \cap B) = 2$.
The probability of their simultaneous occurrence is:
\[
P(A \cap B) = \frac{n(A \cap B)}{n(S)} = \frac{2}{36} = \frac{1}{18}
\]
Step 4: Testing for mathematical independence.
Let us check if the product of individual probabilities equals the joint intersection probability:
\[
P(A) \cdot P(B) = \frac{1}{12} \times \frac{5}{6} = \frac{5}{72}
\]
Comparing this with our calculated value of $P(A \cap B)$:
\[
P(A \cap B) = \frac{1}{18} = \frac{4}{72} \neq \frac{5}{72}
\]
Since $P(A \cap B) \neq P(A) \cdot P(B)$, the events $A$ and $B$ are verified to be Dependent.