Scaling up the Automatic Statistician: Scalable Structure Discovery
using Gaussian Processes

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Scaling up the Automatic Statistician: Scalable Structure Discovery using Gaussian Processes

8 June 2017

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Papers citing "Scaling up the Automatic Statistician: Scalable Structure Discovery using Gaussian Processes"

14 / 14 papers shown

Title
Understanding Probabilistic Sparse Gaussian Process Approximations Matthias Bauer Mark van der Wilk C. Rasmussen 49 259 0 15 Jun 2016
Preconditioning Kernel Matrices Kurt Cutajar Michael A. Osborne John P. Cunningham Maurizio Filippone 73 73 0 22 Feb 2016
Deep Kernel Learning A. Wilson Zhiting Hu Ruslan Salakhutdinov Eric Xing BDL 246 886 0 06 Nov 2015
Thoughts on Massively Scalable Gaussian Processes A. Wilson Christoph Dann H. Nickisch 85 110 0 05 Nov 2015
Less is More: Nyström Computational Regularization Alessandro Rudi Raffaello Camoriano Lorenzo Rosasco 43 277 0 16 Jul 2015
Inference for determinantal point processes without spectral knowledge Rémi Bardenet Michalis K. Titsias 60 24 0 04 Jul 2015
Bayesian Nonparametric Kernel-Learning Junier Oliva Kumar Avinava Dubey A. Wilson Barnabás Póczós J. Schneider Eric Xing BDL 62 71 0 29 Jun 2015
Generalized Spectral Kernels Yves-Laurent Kom Samo Stephen J. Roberts 53 56 0 07 Jun 2015
On Sparse variational methods and the Kullback-Leibler divergence between stochastic processes A. G. Matthews J. Hensman Richard Turner Zoubin Ghahramani 81 192 0 27 Apr 2015
Automatic Construction and Natural-Language Description of Nonparametric Regression Models J. Lloyd David Duvenaud Roger C. Grosse J. Tenenbaum Zoubin Ghahramani 78 241 0 18 Feb 2014
Gaussian Processes for Big Data J. Hensman Nicolò Fusi Neil D. Lawrence GP 107 1,232 0 26 Sep 2013
Structure Discovery in Nonparametric Regression through Compositional Kernel Search David Duvenaud J. Lloyd Roger C. Grosse J. Tenenbaum Zoubin Ghahramani 91 509 0 20 Feb 2013
Gaussian Process Kernels for Pattern Discovery and Extrapolation A. Wilson Ryan P. Adams GP 70 608 0 18 Feb 2013
Exploiting compositionality to explore a large space of model structures Roger C. Grosse Ruslan Salakhutdinov William T. Freeman J. Tenenbaum 144 108 0 16 Oct 2012

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