Probability & Statistics

Amoeba Population

Each minute an amoeba dies, idles, doubles, or triples with probability 1/4 each, descendants independent. Extinction probability is the smallest fixed point of the offspring generating function, and the root in [0,1) is sqrt(2) - 1, about 0.414.

solvedhard1 min

A pond holds one amoeba. Each minute it dies, stays the same, splits into two, or splits into three, each with probability one quarter, and every descendant behaves the same way independently. What is the probability the population eventually dies out?

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#A branching process

Track the family as a branching process. In one minute an amoeba leaves behind 00, 11, 22, or 33 copies of itself, each with probability 14\tfrac{1}{4}.

graph LR
  A(("amoeba")) -->|1/4| D["die (0)"]
  A -->|1/4| S["stay (1)"]
  A -->|1/4| T["two (2)"]
  A -->|1/4| H["three (3)"]

#The extinction equation

Let qq be the probability that the line from one amoeba dies out. The first minute splits the future into independent sub-lines, one per offspring, each extinct with probability qq. Conditioning on the number of offspring,

q=14(1+q+q2+q3).(1)q = \tfrac{1}{4}\bigl(1 + q + q^2 + q^3\bigr). \tag{1}

The mean number of offspring is 0+1+2+34=32>1\tfrac{0 + 1 + 2 + 3}{4} = \tfrac{3}{2} > 1, so the colony can run away and q<1q < 1.

#Solving

Clearing the quarter gives q3+q23q+1=0q^3 + q^2 - 3q + 1 = 0. The value q=1q = 1 always solves the extinction equation, and factoring it out leaves

(q1)(q2+2q1)=0.(2)(q - 1)(q^2 + 2q - 1) = 0. \tag{2}

The quadratic has a single root in [0,1)[0, 1), namely

q=210.414.(3)q = \sqrt{2} - 1 \approx 0.414. \tag{3}

So the colony escapes extinction and grows forever about 59%59\% of the time.