Question:

A state transition diagram with states $A$, $B$, and $C$, and transition probabilities $p_1, p_2, \ldots, p_7$ is shown in the figure (e.g., $p_1$ denotes the probability of transition from state $A$ to $B$). For this state diagram, select the statement(s) which is/are universally true.

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In Markov chains, only the sum of outgoing transition probabilities from the same state must be 1. Comparing transitions from different states is not valid.
Updated On: Dec 15, 2025
  • $p_2 + p_3 = p_5 + p_6$
  • $p_1 + p_3 = p_4 + p_6$
  • $p_1 + p_4 + p_7 = 1$
  • $p_2 + p_5 + p_7 = 1$
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The Correct Option is A, C

Solution and Explanation

For any Markov state, the sum of outgoing transition probabilities must equal 1. For state A: Outgoing transitions are labeled: \[ p_1: A \to B,\quad p_4: A \to C,\quad p_7: A \to A. \] Thus, \[ p_1 + p_4 + p_7 = 1, \] which matches option (C) and is universally true. For state B: Outgoing transitions: \[ p_2: B \to B,\quad p_3: B \to A. \] Therefore, \[ p_2 + p_3 = 1. \] For state C: Outgoing transitions: \[ p_5: C \to C,\quad p_6: C \to A. \] Thus, \[ p_5 + p_6 = 1. \] Comparing the equalities: \[ p_2 + p_3 = 1 = p_5 + p_6, \] which makes option (A) universally true. Check the other options: - (B) $p_1 + p_3 = p_4 + p_6$ No Markov rule forces this equality. Not universally true. - (D) $p_2 + p_5 + p_7 = 1$ These probabilities originate from different states (B, C, A). They cannot be summed to 1. Not universally true. Thus, the universally valid statements are (A) and (C). Final Answer: (A), (C)
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