[Mar 13, 2014] As correctly pointed out by Stefan Funke, Andre Nusser and Sabine Storandt, our proof of Theorem 1 holds for undirected graphs only (which our paper focuses on). They have given a proof that the corresponding VC dimension for any directed graph should be 3. The original SIGMOD11 paper contained an unthoughtful remark in Section 4.1 that our proof for undirected graphs was extendible to directed graphs. This remark has been removed in the version here.