Kernels and Designs for Modelling Invariant Functions: From Group Invariance to Additivity

Author:

Ginsbourger David,Durrande Nicolas,Roustant Olivier

Publisher

Springer International Publishing

Reference9 articles.

1. Carnell, R.: lhs: Latin Hypercube Samples. R package version 0.5 (2009)

2. Durrande, N., Ginsbourger, D., Roustant, O.: Additive covariance kernels for high-dimensional Gaussian process modeling. Ann. Fac. Sci. Toulouse 21, 481–499 (2012). http://hal.inria.fr/hal-00446520/en

3. Duvenaud, D., Nickisch, H., Rasmussen, C.: Additive Gaussian processes. In: Proc. 25th Annual Conference on Neural Information Processing Systems 2011 (2011). http://nips.cc/Conferences/2011/

4. Ginsbourger, D., Bay, X., Roustant, O., Carraro, L.: Argumentwise invariant kernels for the approximation of invariant functions. Ann. Fac. Sci. Toulouse 21, 501–527 (2012). http://hal.archives-ouvertes.fr/hal-00632815/

5. Hastie, T., Tibshirani, R.: Generalized Additive Models. Chapman & Hall/CRC, Boca Raton (1990)

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