GPflow swMATH ID: 21518 Software Authors: Matthews, Alexander G.De G.; van der Wilk, Mark; Nickson, Tom; Fujii, Keisuke; Boukouvalas, Alexis; León-Villagrá, Pablo; Ghahramani, Zoubin; Hensman, James Description: GPflow: a Gaussian process library using tensorflow. GPflow is a Gaussian process library that uses TensorFlow for its core computations and Python for its front end. The distinguishing features of GPflow are that it uses variational inference as the primary approximation method, provides concise code through the use of automatic differentiation, has been engineered with a particular emphasis on software testing and is able to exploit GPU hardware. Homepage: https://github.com/GPflow/GPflow Related Software: TensorFlow; Adam; GPy; Python; GPyTorch; GPML; Keras; GitHub; SciPy; GPstuff; PILCO; PyTorch; UCI-ml; PRMLT; GaussianProcesses.jl; Stheno; JAX; GPflowOpt; PMTK; EGO Referenced in: 20 Publications Standard Articles 1 Publication describing the Software, including 1 Publication in zbMATH Year GPflow: a Gaussian process library using TensorFlow. Zbl 1437.62127Matthews, Alexander G. De G.; van der Wilk, Mark; Nickson, Tom; Fujii, Keisuke; Boukouvalas, Alexis; León-Villagrá, Pablo; Ghahramani, Zoubin; Hensman, James 2017 all top 5 Referenced by 69 Authors 2 Balesdent, Mathieu 2 Bonilla, Edwin V. 2 Brevault, Loïc 2 Gorji, Mohammad Hossein 2 Hensman, James 2 Sadr, Mohsen 2 Talbi, El-Ghazali 2 van der Wilk, Mark 1 Alhebaishi, Nawaf 1 Ammar, Haitham Bou 1 Azzimonti, Dario 1 Benavoli, Alessio 1 Borovitskiy, Viacheslav 1 Botsas, Themistoklis 1 Boukouvalas, Alexis 1 Bourne, Richard A. 1 Burt, David R. 1 Chamberlain, Thomas W. 1 Cowen-Rivers, Alexander I. 1 Dahl, Astrid 1 Damoulas, Theodoros 1 Deisenroth, Marc Peter 1 Dezfouli, Amir 1 Donner, Christian 1 Durrande, Nicolas 1 Félix, Paulo 1 Fujii, Keisuke 1 García, Constantino A. 1 Ghahramani, Zoubin 1 Girolami, Mark A. 1 Griffiths, Ryan-Rhys 1 Grosnit, Antoine 1 Guerin, Yannick 1 Hebbal, Ali 1 Jacques, Diederik 1 Krause, Andreas 1 Krauth, Karl 1 Laloy, Eric 1 León-Villagrá, Pablo 1 Liu, Qi 1 Manson, Jamie A. 1 Mason, Lachlan R. 1 Matthews, Alexander G. De G. 1 Maulik, Romit 1 Melab, Nouredine 1 Monterrubio-Gómez, Karla 1 Mostowsky, Peter 1 Nickson, Tom 1 Opper, Manfred 1 Otero, Abraham 1 Pan, Indranil 1 Pelamatti, Julien 1 Presedo, Jesús M. 1 Ramachandra, Nesar 1 Rasmussen, Carl Edward 1 Roininen, Lassi 1 Schulz, Eric P. 1 Schürch, Manuel 1 Solin, Arno 1 Speekenbrink, Maarten 1 Terenin, Alexander 1 Torrilhon, Manuel 1 Tutunov, Rasul 1 Wade, Sara 1 Wan, Pengbo 1 Wang, Jun 1 Wang, Qian 1 Wilson, James T. 1 Zaffalon, Marco all top 5 Referenced in 11 Serials 7 Journal of Machine Learning Research (JMLR) 3 Journal of Computational Physics 2 Optimization and Engineering 1 Automatica 1 Journal of Mathematical Psychology 1 Physica D 1 Machine Learning 1 Journal of Global Optimization 1 Computational Statistics and Data Analysis 1 Fractals 1 Computational Geosciences all top 5 Referenced in 10 Fields 12 Statistics (62-XX) 9 Probability theory and stochastic processes (60-XX) 6 Computer science (68-XX) 3 Fluid mechanics (76-XX) 2 Numerical analysis (65-XX) 2 Operations research, mathematical programming (90-XX) 1 Dynamical systems and ergodic theory (37-XX) 1 Statistical mechanics, structure of matter (82-XX) 1 Geophysics (86-XX) 1 Systems theory; control (93-XX) Referencing Publications by Year