A great introduction to the derivation and application:
http://www.academia.edu/1512888/Introduction_to_the_Kalman_Filter_and_its_Derivation
Related Math:
http://math.stackexchange.com/questions/622195/taking-a-derivative-with-respect-to-a-matrix
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