Corpus ID: 10688915

Sparse Nested Markov models with Log-linear Parameters

@article{Shpitser2013SparseNM,
  title={Sparse Nested Markov models with Log-linear Parameters},
  author={Ilya Shpitser and Robin J. Evans and Thomas S. Richardson and James M. Robins},
  journal={ArXiv},
  year={2013},
  volume={abs/1309.6863}
}
  • Ilya Shpitser, Robin J. Evans, +1 author James M. Robins
  • Published in UAI 2013
  • Mathematics, Computer Science
  • Hidden variables are ubiquitous in practical data analysis, and therefore modeling marginal densities and doing inference with the resulting models is an important problem in statistics, machine learning, and causal inference. Recently, a new type of graphical model, called the nested Markov model, was developed which captures equality constraints found in marginals of directed acyclic graph (DAG) models. Some of these constraints, such as the so called `Verma constraint', strictly generalize… CONTINUE READING

    Create an AI-powered research feed to stay up to date with new papers like this posted to ArXiv

    1
    Twitter Mention

    References

    Publications referenced by this paper.
    SHOWING 1-10 OF 17 REFERENCES