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fastkf's Introduction

Steady-state Kalman smoother and EM algorithm

Kalman smoother and EM algorithm with

  1. Batched EM (in case there are multiple measurement sequences)
  2. Steady-state optimizations in the forward and backward passes of the E step

For reference, see Ghahramani & Hinton (1996) or Yu, Shenoy & Sahani (2005).

To install, can clone the FastKF repository, cd into the FastKF directory, and run

pip install -e .

Requirements:

  1. numpy
  2. sklearn

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