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Expected flips to see the pattern HTH

Asked at Jane Street, Two Sigma

You flip a fair coin repeatedly.

What is the expected number of flips until you first see the pattern HTH? Follow-up: why is HTH slower than HTT?

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States by progress toward HTH: nothing, "H", "HT". Be careful where each flip sends you, especially a failure in the last state.

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