Clustering ensembles of neural network models

  title={Clustering ensembles of neural network models},
  author={Bart Bakker and Tom Heskes},
  journal={Neural networks : the official journal of the International Neural Network Society},
  volume={16 2},
We show that large ensembles of (neural network) models, obtained e.g. in bootstrapping or sampling from (Bayesian) probability distributions, can be effectively summarized by a relatively small number of representative models. In some cases this summary may even yield better function estimates. We present a method to find representative models through clustering based on the models' outputs on a data set. We apply the method on an ensemble of neural network models obtained from bootstrapping… CONTINUE READING
Highly Cited
This paper has 121 citations. REVIEW CITATIONS
50 Citations
23 References
Similar Papers


Publications citing this paper.
Showing 1-10 of 50 extracted citations

121 Citations

Citations per Year
Semantic Scholar estimates that this publication has 121 citations based on the available data.

See our FAQ for additional information.


Publications referenced by this paper.

Similar Papers

Loading similar papers…