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Newton Methods for Smoothing in State-Space Models

A toolbox for second-order batch and recursive smoothing methods.

Installation

Create a conda environment

conda create -n NAME python=3.9

Then head to the cloned repository and execute

pip install -e .

Examples

An example of smoothing using a recursive Newton's method

python examples/recursive/recursive_tr_newton.py

Cite

@inproceedings{yaghoobi2023recursive,
  title={A Recursive Newton Method for Smoothing in Nonlinear State Space Models}, 
  author={Yaghoobi, Fatemeh and Abdulsamad, Hany and Särkkä, Simo},
  booktitle={2023 31st European Signal Processing Conference (EUSIPCO)}, 
  year={2023},
}