Every time I look up something about singular homology I seem to find a different definition, so I just want to clear up a couple of things. Let $X$ be a topological space and $\Delta^n$ the $n$-th standard simplex. An $n$-simplex is then a continuous map $\sigma \colon \Delta^n \to X$. For the sake of simplicity (no pun intended), let us set $X=\mathbb{C}\setminus\{0\}$ and $\sigma \colon [0,1] \cong \Delta^1 \to X, t \mapsto e^{2\pi i t}$.
$(1):$ Some authors define the group of $n$-cycles $C_n(X,\mathbb{Z})$ as the free abelian group generated by all the $n$-simplices. Others (for example Wikipedia) as the free abelian group generated by the images of all $n$-simplices. Now, this second definition does not seem fitting to me: in our example, the double loop $\sigma^2$ around zero has the same image as the single loop $\sigma$, and we clearly do not want to identify the two maps, do we?
$(2):$ In any case, we are talking of a free abelian group of $n$-cycles. So all operations are formal, the only concrete things we have are the generators, i.e., the $n$-simplices. Hence, in the above example, a double loop around the origin is not, strictly speaking, the same as twice a single loop around the origin: $\sigma^2 \neq 2\sigma$. But now it seems to me that we do want to identify these, don't we?
$(3):$ Related to $(2)$. If, on the other hand, we identify cycles having the same image and boundary (hence $C_n(X,\mathbb{Z})$ is a non-trivial quotient of the free abelian group), then each $0-$cycle is $0$, because it is identified with its additive inverse. We do not want this, do we?
So, here it all is. I am very grateful for any comment about correct or erroneous reasonings and for any good references. Thanks in advance!
and wikipedia doesn't do this.EDIT: I've erased a big part of this point of the answer, since I was supposing that wikipedia didn't define it using the images. However, as said in the comments, wikipedia explicitly states that
Thus, my interpretation of what was in wikipedia is incorrect: it indeed defines as the free abelian group generated by the images, which is incorrect.