We have coins. The probability of heads is the same for each coin and is the realized value of a random variable that is uniformly distributed on. We assume that conditioned on , all coin tosses are independent. Let be the number of tosses of the coin until that coin results in heads for the first time, for. ( includes the toss that results in the first heads. ).