Problem 68
Medium Properties of Probability

Prove that if R^*=(R_1,...,R_n) is a sequence of sets such…

Prove that if $R^*=(R_1,\dots,R_n)$ is a sequence of sets such that property $b_{ijk}$ holds for $R_i,R_j,R_k$ for every $i\lt j\lt k$, then $R^*$ is a linearly ordered sequence of sets (see Problem 66).

Explanation of Method

Again we work outcome by outcome. Property $b_{ijk}$ for all $i\lt j\lt k$ forbids the patterns $1,0,1$ and $0,1,0$ in the $0/1$ sequence $x_1,\dots,x_n$ of memberships of $\omega$. A $0/1$ sequence without these patterns changes value at most once, so it is monotone. Outcomes then split into four types (always in, never in, "switch on", "switch off"), and we define $C$, $A_t$ and $B_t$ from these types. Finally we check all the conditions of Problem 66.

Step 1: Each membership sequence is monotone

For an outcome $\omega$ let $x_t=1$ if $\omega\in R_t$, else $0$. Property $b_{ijk}$ for all $i\lt j\lt k$ says: there are no $i\lt j\lt k$ with $x_i=x_k\ne x_j$.

If the sequence $x_1,\dots,x_n$ changed value twice, say at positions after $i$ and after $j$, we would have $x_i\ne x_{i+1}=\dots=x_j\ne x_{j+1}$, i.e. $x_i = x_{j+1} \ne x_j$ with $i\lt j\lt j+1$ — forbidden. So each sequence changes value at most once, i.e. it is monotone.

Step 2: Four types of outcomes

A monotone $0/1$ sequence is determined by its first and last values:

$x_1$$x_n$TypeSet of such outcomes
11always in $R_t$$R_1R_n$
00never in $R_t$$\overline{R_1}\,\overline{R_n}$
01increasing ("switches on")$\overline{R_1}R_n$
10decreasing ("switches off")$R_1\overline{R_n}$

Step 3: Define $C$, $A_t$, $B_t$

\[ C = R_1R_n, \qquad A_t = \overline{R_1}\,R_t, \qquad B_t = \overline{R_n}\,R_{n-t+1} \qquad (t=1,\dots,n). \]

So $A_t$ collects the "switch on" outcomes that are already in $R_t$, and $B_t$ collects the "switch off" outcomes that are still in $R_{n-t+1}$.

Step 4: Check the conditions of Problem 66

Step 5: Check $R_i = A_i + B_{n-i+1} + C$

Note $B_{n-i+1}=\overline{R_n}R_i$. Take any outcome and use its type:

Type$\omega\in R_i$?$\omega\in A_i$?$\omega\in B_{n-i+1}$?$\omega\in C$?
always inyesnonoyes
never innononono
switches on$x_i$$x_i$nono
switches off$x_i$no$x_i$no

In every row, "$\omega\in R_i$" agrees with "$\omega$ is in $A_i$ or $B_{n-i+1}$ or $C$". Hence

\[ \boxed{R_i = A_i + B_{n-i+1} + C \quad (i=1,\dots,n),} \]

with $A^*$, $B^*$ increasing and $A_n,B_n,C$ pairwise disjoint: $R^*$ is linearly ordered. $\blacksquare$

Step 6: Summary of Problems 64–68

For a sequence of events $R_1,\dots,R_n$ the following are equivalent:

  1. $R^*$ is linearly ordered (Problem 66 definition);
  2. property $b_{ijk}$ holds for all $i\lt j\lt k$ (Problems 66 and 68);

and they imply that the distances add up like points on a line (Problem 67); the converse also holds when only the impossible event has probability $0$ (Problem 64).


Result

Key factall $b_{ijk}$ $\Rightarrow$ every membership sequence $x_1,\dots,x_n$ is monotone
Construction$C=R_1R_n$, $A_t=\overline{R_1}R_t$, $B_t=\overline{R_n}R_{n-t+1}$
Conclusion$R_i=A_i+B_{n-i+1}+C$: the sequence is linearly ordered