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You are right. BTW, is there any relationship there? Possion, geometric, gamma are related by conditioning this distribution. I am impressed by this wonderful relationship.
Thanks, transition kernel or probability kernel are introduced in this book, but i feel difficult when evaluating some conditional probability/expectation. To be precise, I don't know how to find a starting point, like should I first calculate the conditional expectation? or should I just use so called conditional density, etc.