Events and are independent whenFor a possible sum , let be the number of ordered die pairs with sum . ThenIf , then ; otherwise it is zero. Independence for a possible sum therefore requiresso . This occurs only for , and then is valid for every . ThusIf impossible sums are admitted as events of probability zero, they are trivially independent as well.
Call the coins in the order given. Coin 1 beats the constant score of coin 2 exactly when it shows a head, so coin 1 wins with probability . Coin 2 beats coin 3 exactly when coin 3 shows a head and scores three, again with probability .
Coin 3 beats coin 1 whenever coin 3 shows a tail, or when coin 3 shows a head and coin 1 shows a tail. Its winning probability is thereforeThus the preferences form a nontransitive cycle:The second chooser can always select a coin that has winning probability greater than one half against the first choice. Therefore
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