Stochastic Complexity and Generalization Error of a Restricted Boltzmann Machine in Bayesian Estimation

@article{Aoyagi2010StochasticCA,
  title={Stochastic Complexity and Generalization Error of a Restricted Boltzmann Machine in Bayesian Estimation},
  author={Miki Aoyagi},
  journal={Journal of Machine Learning Research},
  year={2010},
  volume={11},
  pages={1243-1272}
}
  • Miki Aoyagi
  • Published 2010 in Journal of Machine Learning Research
In this paper, we consider the asymptotic form of the general ization error for the restricted Boltzmann machine in Bayesian estimation. It has been shown that o bt ining the maximum pole of zeta functions is related to the asymptotic form of the gener alization error for hierarchical learning models (Watanabe, 2001a,b). The zeta function is defined by u… CONTINUE READING