Casteels' answer answers well to the first part of the OP (it is particularly nice that Casteels mentions the undeservedly-rare variant term 'edge graph').
Yet I think the following additions should be made:
(0) From a systematizing point of of view (favoring a general-concept-specialized-to-a-context over a term specific-to-the-context; some say top-down instead of bottom-up) neither 'line graph', nor 'edge graph' should be used (in my opinion), rather
intersection graph of $G$
should be used. Here, 'intersection graph of a hypergraph($=$set of sets of a specified set)' is the general concept, which then gets specialized to the context 'graphs conceived of as 2-uniform hypergraphs'.
(1) The second half of the OP, i.e.
Is there a book/an article with all the standard properties of these graphs?
should be answered.
Needless to say, "all the standard properties" is undefined, yet in a reasonably loose sense, 'some standard properties' say, I think the answer is: a book devoted to line graphs only does not exist, yet there is an article: it is a long time that I read it, but I think a recommendable survey dedicated to 'line graphs' is
- Erich Prisner, Line graphs and generalizations – a survey , in: Surveys in Graph Theory (G. Chartrand, M. Jacobson eds.), Congressus Numerantium
116 (1996) 193–230
Regrettably, it seems not to be available online. (Incidentally, as of writing this, a large search engine, with remarkable consistency, claims that Prisner's survey was published in 'Abh. Math. Sem. Univ. Hamburg', Volume 35; non-existence is hard to prove, yet this seems false in the sense that (0) I did not see loc. cit. in Volum 35 of 'Abh. Math. Sem. Univ. Hamburg', (1) loc. cit. is usually cited to be in 'Congressus Numerantium', (2) I once read a paper coppy of the version of Prisners survey that I recommend here.)
(2) I think if someone apparently not knowing about line graphs asks about them, a brief mention should be made of a famous theorem of L. W. Beineke which is a theorem of the kind non-first-order defined class of structures turns out to be first-order axiomatizable, or even finitely-axiomatizable (in the usual sense of model theory): the most usual definition of 'line graph' involves a quantification over relations: 'there exists a graph($=$symmetric irreflexive binary relation on a set) such that this graph is the line graph of it', and hence is not 'first-order' in any reasonable sense
Yet by Beineke's theorem1 there exists an explicitly known 9-element set $S$ of finite graphs such that any graph $G$ is a 'line graph' if and only if $G$ does not contain any induced subgraph isomorphic to a member of $S$. This shows that the class of 'line graphs' is finitely axiomatizable in the usual one-sorted first-order logic of graphs (with equality, and with one-element signature $\sim$). Beineke's line graph theorem is a gem.
1 Which remarkably, is valid for infinite graphs, or, more precisely, Beineke wisely never mentions the assumption 'finite' anywhere in his original paper, and his proof goes through for arbitrary graphs.