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GPML

swMATH ID: 12890
Software Authors: C. E. Rasmussen; H. Nickisch
Description: Gaussian processes for machine learning (GPML) toolbox. The GPML toolbox provides a wide range of functionality for Gaussian process (GP) inference and prediction. GPs are specified by mean and covariance functions; we offer a library of simple mean and covariance functions and mechanisms to compose more complex ones. Several likelihood functions are supported including Gaussian and heavy-tailed for regression as well as others suitable for classification. Finally, a range of inference methods is provided, including exact and variational inference, Expectation Propagation, and Laplace’s method dealing with non-Gaussian likelihoods and FITC for dealing with large regression tasks.
Homepage: http://mloss.org/software/view/263/
Related Software: GPstuff; Matlab; GPy; GPflow; Python; R; TensorFlow; tgp; DACE; PMTK; UCI-ml; GPyTorch; GaussianProcesses.jl; Stan; Stheno; DiceKriging; sensitivity; EGO; ParEGO; MOEA/D
Referenced in: 41 Publications
all top 5

Referenced by 120 Authors

3 Janzing, Dominik
3 Karniadakis, George Em
3 Mooij, Joris M.
3 Schölkopf, Bernhard
2 Couckuyt, Ivo
2 Dhaene, Tom
2 Feng, Yuanjing
2 Hou, Zhongsheng
2 Krause, Andreas
2 Li, Yongqiang
2 Nickisch, Hannes
2 Pang, Guofei
2 Peters, Jonas
2 Vanhatalo, Jarno
2 Zscheischler, Jakob
1 Babtie, Ann C.
1 Bartels, Simon
1 Belyaev, Mikhail E.
1 Binois, Mickaël
1 Boukouvalas, Alexis
1 Bouveyron, Charles
1 Bradford, Eric
1 Brandman, David M.
1 Burdick, Joel W.
1 Burkhart, Michael C.
1 Burnaev, Evgeny
1 Bussas, Matthias
1 Cai, Wei
1 Chen, Chen
1 Chen, Hanshu
1 Chen, Kai
1 Chi, Ronghu
1 Daniušis, Povilas
1 Dasmahapatra, Srinandan
1 Demeester, Piet
1 Desautels, Thomas
1 Fauvel, Mathieu
1 Finsterle, Stefan A.
1 Fowkes, Jaroslav M.
1 Franco, Brian
1 Fujii, Keisuke
1 Ghahramani, Zoubin
1 Ghosh, Sanmitra
1 Girard, Stéphane
1 Habbal, Abderrahmane
1 Harrison, Matthew T.
1 Hartikainen, Jouni
1 Hartmann, Marcelo
1 Hennig, Philipp
1 Hensman, James
1 Herlands, William
1 Hochberg, Leigh R.
1 Hopman, Daniel
1 Hu, Yisheng
1 Huang, Shan
1 Jylänki, Pasi
1 Kapushev, Yermek
1 Kersting, Kristian
1 Kirk, Paul D. W.
1 Kühn, Nicolas
1 Landwehr, Niels
1 Lapkin, Alexei
1 Lemeire, Jan
1 León-Villagrá, Pablo
1 Li, Zhen
1 Liao, Qifeng
1 Liu, Qiuyang
1 Liu, Zhibin
1 Ma, Xin
1 Maharatna, Koushik
1 Mao, Zhiping
1 Marchiori, Elena
1 Marthaler, Daniel E.
1 Martinez-Cantin, Ruben
1 Matthews, Alexander G. De G.
1 Meng, Zeng
1 Neill, Daniel B.
1 Neumann, Marion
1 Nguyen, Hung D.
1 Nickson, Tom
1 Pareek, Parikshit
1 Parks, Geoffrey Thomas
1 Pau, George Shu Heng
1 Perdikaris, Paris G.
1 Picheny, Victor
1 Price, Ilan
1 Přikryl, Jan
1 Rasmussen, Carl Edward
1 Riihimäki, Jaakko
1 Sawade, Christoph
1 Scheffer, Tobias
1 Schulz, Eric P.
1 Schweidtmann, Artur M.
1 Seshadri, Pranay
1 Shahbaba, Babak
1 Speekenbrink, Maarten
1 Steudel, Bastian
1 Stumpf, Michael P. H.
1 Sun, Shiliang
1 Sun, Xuli
...and 20 more Authors

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