Confused about classification of simple lie algebras

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In the classification of simple lie algebra, I learnt that $\mathfrak{sl}(n + 1)$ has a root system $A_n$. For example http://stacky.net/files/written/LieGroups/LieGroups.pdf, page 82. But I found elsewhere that the simple lie groups corresponding to $A_n$ is $SU(n + 1)$. For example http://en.wikipedia.org/wiki/Simple_Lie_group.

Could somebody explain to me why this is not $SL(n + 1)$ as I would naively expected? Isn't the corresponding simple lie groups are just lie groups generated by the simple lie algebras we just classified?

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First of all, different Lie groups may have the same Lie algebra. For example, the Lie algebras of $PSL(n,\mathbb{C})$ and $SL(n,\mathbb{C})$ are both isomorphic to $\mathfrak{sl}_n(\mathbb{C})$. Secondly, different real simple Lie algebras may become isomorphic over the complex numbers, e.g., $\mathfrak{so}_3(\mathbb{R})$ and $\mathfrak{sl}_2(\mathbb{\mathbb{R}})$. The complexification is in both cases isomorphic to $\mathfrak{sl}_2(\mathbb{\mathbb{C}})$.