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MSR's Christopher Bishop offers a more intuitive, Bayesian derivation of the Kalman filter:

https://www.youtube.com/watch?v=QJSEQeH40hM http://mlss.tuebingen.mpg.de/2013/2013/bishop_slides.pdf#pag...




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