https://www.bionicturtle.com/images/forum/e1.41b.png

I have read through certain papers where they add up the confusing term “marginal pd” which I wish to avoid using to get cumulative pd. But from what I understand, transition matrix is a conditional pd. Why does adding up conditional pd give us a cumulative pd? Adding conditional pd might results in probability exceeding 1.

Thanks!