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Many road safety applications and those with critical performance restrictions (such as satellite based electronic fee collection) demand from the onboard navigation systems, on the one hand, positions referred to a local map, and on the other hand, an indicator of the quality of these positions, the so called integrity. The map-matched positions are commonly estimated in two separated phases: firstly,...