Data Interview Question

Stone Swap Showdown

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Solution & Explanation

To solve the problem of determining the probability that Player B emerges victorious in 1, 2, ..., n rounds, we need to analyze the outcomes of each round and the conditions under which Player B wins or ties.

Initial Setup

  • Player A starts with 8 stones.
  • Player B starts with 6 stones.

Game Dynamics

  1. Round 1:
    • Player A rolls a die and takes stones from Player B equal to the die roll.
    • Player B rolls a die and takes stones from Player A equal to the die roll.
    • The player with more stones wins the round.

Conditions for Winning

  • Player B Wins Round 1:

    • After both players roll, Player B wins if:

      8+xaxb<6+xbxa8 + x_a - x_b < 6 + x_b - x_a

      Simplifying, we get:

      xb>xa+1x_b > x_a + 1

    • Possible outcomes for (xb,xa)(x_b, x_a) are:

      • (3,1), (4,1), (5,1), (6,1)
      • (4,2), (5,2), (6,2)
      • (5,3), (6,3)
      • (6,4)
    • Total favorable outcomes: 10 out of 36 possible combinations.

    • Probability of Player B winning the first round:

      P(B wins in round 1)=1036P(B \text{ wins in round 1}) = \frac{10}{36}

  • Game Ties in Round 1:

    • A tie occurs if:

      xb=xa+1x_b = x_a + 1

    • Possible outcomes for (xb,xa)(x_b, x_a) are:

      • (2,1), (3,2), (4,3), (5,4), (6,5)
    • Total tie outcomes: 5 out of 36.

    • Probability of a tie in the first round:

      P(tie in round 1)=536P(\text{tie in round 1}) = \frac{5}{36}

Subsequent Rounds

  • Round 2 and Beyond:
    • If the game ties in round 1, both players have 7 stones each.

    • For Player B to win in subsequent rounds:

      xa<xbx_a < x_b

    • Possible outcomes for (xb,xa)(x_b, x_a): 15 out of 36.

    • Probability of Player B winning in a subsequent round:

      P(B wins in round n)=1536P(B \text{ wins in round } n) = \frac{15}{36}

    • Probability of a tie in subsequent rounds:

      P(tie in round n)=636P(\text{tie in round } n) = \frac{6}{36}

General Probability for B Winning in n Rounds

  • Probability Formula:

    • For Player B to win in n rounds (where n > 1):

      P(B wins in n rounds)=536×(636)n2×1536P(B \text{ wins in } n \text{ rounds}) = \frac{5}{36} \times \left(\frac{6}{36}\right)^{n-2} \times \frac{15}{36}

  • For n = 1:

    • Simply the probability of winning in the first round:

      P(B wins in 1 round)=1036P(B \text{ wins in 1 round}) = \frac{10}{36}

This approach provides a detailed breakdown of how the probabilities are computed for each round and generalizes the solution for any number of rounds, ensuring a comprehensive understanding of the game's dynamics and outcomes.