How a Kalman filter works, in pictures
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Web site excerpt: Kalman filters are a mathematical process for smoothing out a noisy signal (its more complicated than that ) its a central algorithm in robotics and real time sensing systems in general.
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Link to site: How a Kalman filter works, in pictures