Almost every probability problem with two events AA and BB can be handled with two equivalent tools: the (four-region) Venn diagram or the contingency table. Being able to move from one to the other is the winning move.

The sample space is a rectangle; the two events are two overlapping ovals. The four regions are called x,y,z,tx, y, z, t:

The sample space Ω\Omega is the rectangle; the two events AA and BB are overlapping ovals that mark out four regions x,y,z,tx, y, z, t.

The four regions represent the four joint probabilities:

  • x=P(AB)x = P(A\cap\overline{B})   (“only AA”)
  • y=P(AB)y = P(A\cap B)   (“both”)
  • z=P(AB)z = P(\overline{A}\cap B)   (“only BB”)
  • t=P(AB)t = P(\overline{A}\cap\overline{B})   (“neither AA nor BB”)

The four quantities must satisfy the normalisation constraint:

x+y+z+t=1,x + y + z + t = 1,

and moreover from them the marginal probabilities and the probabilities of union and intersection are obtained:

P(A)=x+y,P(B)=y+z,P(AB)=y,P(AB)=x+y+z.P(A) = x+y, \quad P(B) = y+z, \quad P(A\cap B) = y, \quad P(A\cup B) = x+y+z.

Topics: Probability
Concepts: Venn diagram · Joint probability · Marginal probability
Methods: Venn diagram prob
Skills: Calculating probability · Interpreting a graph