Corner Absorption From a 3x3 Center

Stochastic Processes · Medium · Free problem

On a $5 \times 5$ grid, label the columns $0$-$4$ and the rows $0$ (bottom) to $4$ (top). Pick a starting square uniformly at random from the central $3 \times 3$ block (columns $1$-$3$, rows $1$-$3$).

At each step the token moves diagonally upward: up-left or up-right, each with probability $\tfrac{1}{2}$. If one of those moves would take the token off the board, only the legal move is made (with probability $1$). The walk ends when the token reaches row $4$.

What is the probability that the walk finishes in one of the two top corners -- column $0$ or column $4$ of row $4$? Show how you aggregate over all nine equally likely starting squares.

Hints

  1. The token always moves upward, so you can compute the corner-reaching probability for each cell by working backward from row 4.
  2. At the boundary columns (0 and 4), the walker has no choice -- it is forced to move inward. These forced moves are the key asymmetry that determines which starting cells can reach the corners.
  3. Set $P(0,4) = P(4,4) = 1$ and $P(c,4) = 0$ for interior columns, then apply $P(c,r) = \tfrac{1}{2}P(c-1,r+1) + \tfrac{1}{2}P(c+1,r+1)$ (with boundary adjustments) down to row 1. Average the nine central-block values.

Worked Solution

How to Think About It: This is a bounded random walk on a 5-wide grid, and the token always moves upward, so it reaches row 4 in a fixed number of steps (depending on its starting row). The key is that boundary reflections break the usual diffusion symmetry -- the edges funnel probability toward or away from the corners. Rather than setting up a big system of equations, just compute the corner-absorption probability $P(c, r)$ for every cell, working backward from row 4.

Quick Estimate: By symmetry, columns 1 and 3 are mirror images, so their corner probabilities match. The center column (column 2) "sees" both corners equally and the boundary effects cancel. A rough guess: about half the starting squares feed into a corner and about half do not, so the average should be somewhere around $\tfrac{1}{4}$ to $\tfrac{1}{3}$. The exact answer will be $\tfrac{5}{18} \approx 0.278$.

Approach: Define $P(c, r)$ as the probability of finishing in column 0 or column 4 at row 4 when starting from $(c, r)$. Work backward row by row from the terminal conditions.

Formal Solution:

*Terminal row (row 4):*

$$P(0,4) = 1,\quad P(1,4) = 0,\quad P(2,4) = 0,\quad P(3,4) = 0,\quad P(4,4) = 1$$

*Row 3 (one step from the top):*

  • $P(0,3)$: left edge, forced right $\to (1,4)$. $P = 0$.
  • $P(1,3) = \tfrac{1}{2}P(0,4) + \tfrac{1}{2}P(2,4) = \tfrac{1}{2}$.
  • $P(2,3) = \tfrac{1}{2}P(1,4) + \tfrac{1}{2}P(3,4) = 0$.
  • $P(3,3) = \tfrac{1}{2}P(2,4) + \tfrac{1}{2}P(4,4) = \tfrac{1}{2}$.
  • $P(4,3)$: right edge, forced left $\to (3,4)$. $P = 0$.

*Row 2:*

  • $P(0,2)$: forced right $\to (1,3)$. $P = \tfrac{1}{2}$.
  • $P(1,2) = \tfrac{1}{2}P(0,3) + \tfrac{1}{2}P(2,3) = 0$.
  • $P(2,2) = \tfrac{1}{2}P(1,3) + \tfrac{1}{2}P(3,3) = \tfrac{1}{2}$.
  • $P(3,2) = \tfrac{1}{2}P(2,3) + \tfrac{1}{2}P(4,3) = 0$.
  • $P(4,2)$: forced left $\to (3,3)$. $P = \tfrac{1}{2}$.

*Row 1:*

  • $P(0,1)$: forced right $\to (1,2)$. $P = 0$.
  • $P(1,1) = \tfrac{1}{2}P(0,2) + \tfrac{1}{2}P(2,2) = \tfrac{1}{2}$.
  • $P(2,1) = \tfrac{1}{2}P(1,2) + \tfrac{1}{2}P(3,2) = 0$.
  • $P(3,1) = \tfrac{1}{2}P(2,2) + \tfrac{1}{2}P(4,2) = \tfrac{1}{2}$.
  • $P(4,1)$: forced left $\to (3,2)$. $P = 0$.

*Aggregation over the central $3 \times 3$ block:*

| Cell | $P$ | |---|---| | $(1,1)$ | $\tfrac{1}{2}$ | | $(2,1)$ | $0$ | | $(3,1)$ | $\tfrac{1}{2}$ | | $(1,2)$ | $0$ | | $(2,2)$ | $\tfrac{1}{2}$ | | $(3,2)$ | $0$ | | $(1,3)$ | $\tfrac{1}{2}$ | | $(2,3)$ | $0$ | | $(3,3)$ | $\tfrac{1}{2}$ |

Five of the nine cells have probability $\tfrac{1}{2}$ and four have probability $0$. The overall probability is:

$$\frac{1}{9}\sum_{\text{block}} P(c,r) = \frac{1}{9}\left(5 \cdot \frac{1}{2} + 4 \cdot 0\right) = \frac{5}{18}$$

Answer: The probability that the walk is absorbed in either top corner is $\dfrac{5}{18} \approx 0.2778$.

Intuition

The striking pattern here is that every cell's corner probability is either $\tfrac{1}{2}$ or $0$, with no intermediate values. This is because the 5-wide board with diagonal-only movement creates a checkerboard parity structure: starting from certain cells you can reach the corners, and from others you simply cannot, regardless of the path. The cells that can reach a corner always reach exactly one of the two (left or right), never both, and by left-right symmetry the total probability from each such cell is $\tfrac{1}{2}$.

This is a nice illustration of how boundary conditions in bounded random walks can create sharp, non-intuitive partitions of the state space. In practice, similar parity arguments show up when analyzing lattice-based option models (binomial trees) where the reachable terminal nodes depend on the number of steps and the starting position. Recognizing parity early saves you from grinding through unnecessary algebra.

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