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In this paper, we focus on activating only a few sensors, among many available, to estimate the batch state of a stochastic process of interest. This problem is important in applications such as target tracking and simultaneous localization and mapping (SLAM), and in general, in problems where we need to have a good estimate of the trajectory taken so far, e.g., for linearisation purposes. It is challenging...