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It's more of a confusion for me know: in what cases sums of infinite series can't be integrated and differentiated? I understand that e.g. $ \sum_{k=0}^{\infty}z^k = \frac{1}{1-z} $

has the remainder term of for $n+1, n+2...$ equal to $\frac{z^{n+1}}{1-z}$, so it does not converge uniformly for $|z|<1$. But nevertheless I can manipulate for $z<1$: $ \sum_{k=0}^{\infty}k z^k = z\sum_{k=0}^{\infty} \frac{\partial}{\partial z} (z^k) $

and so on. What do I miss here?

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What you are missing is that, even though the series does not converge uniformly for $|z|<1$, it does converge uniformly for $|z|, for any $r<1$. And that is all you need for the usual manipulations.

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    @BrianM.Scott: thanks, of course.2012-02-22
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In addition to the other answers: The right notion here is locally uniform convergence of a sequence of analytic functions.