Phylogenetic networks are a special case of rooted, directed, acylcic graphs that model evolutionary histories in the presence of reticulate evolutionary events, such as horizontal gene transfer and hybrid speciation. In this talk, I will address issues related to reconstruction of phylogenetic networks, describe our work on algorithms for this reconstruction task, and describe techniques that we have developed for measuring the accuracy, or support, of reconstructed networks.