Articles with "incremental inference" as a keyword



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Gaussian Processes Incremental Inference for Mobile Robots Dynamic Planning

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Published in 2020 at "IFAC-PapersOnLine"

DOI: 10.1016/j.ifacol.2020.12.2447

Abstract: Trajectory optimization methods for motion planning attempt to generate trajectories that minimize a suitable objective function. While such methods efficiently find solutions in static environments, they need to be ran from scratch multiple times in… read more here.

Keywords: inference; moving obstacles; gaussian processes; planning ... See more keywords
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Incremental Inference of Collective Graphical Models

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Published in 2021 at "IEEE Control Systems Letters"

DOI: 10.1109/lcsys.2020.3002731

Abstract: We consider incremental inference problems from aggregate data for collective dynamics. In particular, we address the problem of estimating the aggregate marginals of a Markov chain from noisy aggregate observations in an incremental (online) fashion.… read more here.

Keywords: collective graphical; inference; aggregate observations; inference collective ... See more keywords