Automatic identification of anomalies on network data is a problem of fundamental interest to ISPs to diagnose incipient problems in their networks. ISPs gather diverse data sources from the network for monitoring, diagnostics or provisioning tasks. Finding anomalies in this data is a huge challenge due to the volume of the data collected, the number and diversity of data sources and the divers...