Explaining away (Judea Pearl)
• Even if two hidden causes are independent, they can
become dependent when we observe an effect that they can
both influence.
– If we learn that there was an earthquake it reduces the
probability that the house jumped because of a truck.
-10
-10
truck hits house
earthquake
posterior
20
20
-20
house jumps