filterpy
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standard interface to KF, UKF, and EKF
The EKF does not implement batch_filter or rts. There are probably similar instances of differences between the classes.
One more difference is update()... Ukf takes **hx_args, while Ekf takes hx_args=() Another difference is UKF's x vector - zeros(dim_x), ekf has this vector transposed.