Knowing how much people travel is essential for transport planning. Empirical mobility traces collected from call detail records (CDRs), location-based social networks (LBSNs), and media data have been used widely to study patterns. However, these suffer sparsity, an issue that has largely overlooked. In order extend the use of low-cost accessible data, this proposes a model fills gaps in spars...