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Extended Kalman filter 1 Kalman filtering 1 Kalman smoother 1 Propagating outliers 1 Robustness 1
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Pupashenko, Daria 1 Ruckdeschel, Peter 1 Spangl, Bernhard 1
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Robust Kalman tracking and smoothing with propagating and non-propagating outliers
Ruckdeschel, Peter; Spangl, Bernhard; Pupashenko, Daria - In: Statistical Papers 55 (2014) 1, pp. 93-123
A common situation in filtering where classical Kalman filtering does not perform particularly well is tracking in the presence of propagating outliers. This calls for robustness understood in a distributional sense, i.e.; we enlarge the distribution assumptions made in the ideal model by...
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