Spearmint swMATH ID: 17859 Software Authors: Jasper Snoek, Hugo Larochelle, Ryan P. Adams Description: Spearmint is a software package to perform Bayesian optimization. The Software is designed to automatically run experiments (thus the code name spearmint) in a manner that iteratively adjusts a number of parameters so as to minimize some objective in as few runs as possible. Homepage: https://github.com/HIPS/Spearmint/tree/PESC Source Code: https://github.com/HIPS/Spearmint/tree/PESC Related Software: SMAC; Hyperopt; EGO; Adam; Auto-WEKA; Hyperband; Scikit; UCI-ml; ImageNet; GitHub; AlexNet; TensorFlow; auto-sklearn; PyTorch; L-BFGS; Keras; CIFAR; PRMLT; ParEGO; BOHB Cited in: 132 Publications all top 5 Cited by 418 Authors 4 Gutmann, Michael U. 4 Karniadakis, George Em 4 Vehtari, Aki 3 Bischl, Bernd 3 Järvenpää, Marko 3 Lindauer, Marius 3 Marttinen, Pekka 3 Wang, Qihan 3 Wu, Di 2 Alimo, Ryan 2 Ammar, Haitham Bou 2 Archetti, Francesco 2 Bewley, Thomas R. 2 Beyhaghi, Pooriya 2 Candelieri, Antonio 2 Cao, Jian 2 Cowen-Rivers, Alexander I. 2 Deisenroth, Marc Peter 2 Eggensperger, Katharina 2 Frazier, Peter I. 2 Griffiths, Ryan-Rhys 2 Grosnit, Antoine 2 Hoos, Holger H. 2 Hutter, Frank 2 Kotthoff, Lars 2 Lang, Michel 2 Li, Guoyin 2 Misener, Ruth 2 Perego, Riccardo 2 Rahnenführer, Jörg 2 Tutunov, Rasul 2 Wang, Jun 1 Adams, Ryan Prescott 1 Agarwal, Deborah 1 Aggarwal, Charu C. 1 Ahmed, Mohamed Osama 1 Aivaliotis, Georgios 1 Ajanthan, Thalaiyasingam 1 Alaa, Ahmed M. 1 Aldegunde, Manuel 1 Andersen, Michael Riis 1 Andonie, Răzvan 1 Ariafar, Setareh 1 Arora, Bhavna 1 Ashwin Renganathan, S. 1 Ayensa-Jiménez, Jacobo 1 Bachoc, François 1 Bakshy, Eytan 1 Balasubramanian, Krishnakumar 1 Baldi, Pierre 1 Baratchi, Mitra 1 Barreto, Guilherme A. 1 Belakaria, Syrine 1 Bemporad, Alberto 1 Benjamins, Carolin 1 Berg, Carl Fredrik 1 Berk, Lauren 1 Bertsimas, Dimitris John 1 Bian, Jiang 1 Biedenkapp, André 1 Binder, Martin 1 Binding, Adrian 1 Blanchard, Antoine B. 1 Bliek, Laurens 1 Blomberg, Jeanette 1 Bodesheim, Paul 1 Borboudakis, Giorgos 1 Borovitskiĭ, Vyacheslav A. 1 Bostanabad, Ramin 1 Boucher, Jean-Philippe 1 Boulesteix, Anne-Laure Isabeau 1 Boute, Robert N. 1 Braun, Mikio L. 1 Bremer, Peer-Timo 1 Briol, François-Xavier 1 Brooks, Dana H. 1 Brox, Thomas 1 Bui, Thang D. 1 Bunel, Rudy 1 Cai, Hanqin 1 Callan, Tess A. 1 Cartis, Coralia 1 Cecílio, I. 1 Chawshin, Kurdistan 1 Chen, Guang-Yong 1 Chen, Guolong 1 Chen, Jian-Jia 1 Chen, Kuan-Hsun 1 Chen, Wei 1 Chen, Xiaoli 1 Chirico, Michael 1 Choi, Jongeun 1 Choi, Seungjin 1 Cironis, Lukas 1 Clark, Scott C. 1 Coll-Font, Jaume 1 Corander, Jukka 1 Corazza, Marco 1 Couckuyt, Ivo 1 Darcy, Matthieu ...and 318 more Authors all top 5 Cited in 53 Serials 19 Journal of Machine Learning Research (JMLR) 12 Machine Learning 10 Computer Methods in Applied Mechanics and Engineering 9 Journal of Computational Physics 6 Journal of Global Optimization 4 European Journal of Operational Research 4 The Journal of Artificial Intelligence Research (JAIR) 4 Journal of Computational and Graphical Statistics 3 Information Sciences 3 Neural Computation 3 SIAM Journal on Optimization 3 INFORMS Journal on Computing 3 Statistics and Computing 3 Bayesian Analysis 2 Journal of Fluid Mechanics 2 Computational Mechanics 2 Applied Mathematical Modelling 2 Computational Geosciences 2 The Annals of Applied Statistics 1 Artificial Intelligence 1 Physics Letters. A 1 The Annals of Statistics 1 Automatica 1 Operations Research 1 Operations Research Letters 1 Journal of Classification 1 Physica D 1 Optimization 1 Neural Networks 1 European Journal of Applied Mathematics 1 Annals of Operations Research 1 Computational Statistics 1 Journal of Statistical Computation and Simulation 1 Mathematical Programming. Series A. Series B 1 Journal of Nonlinear Science 1 Computational Optimization and Applications 1 International Journal of Computer Vision 1 Annals of Mathematics and Artificial Intelligence 1 Optimization Methods & Software 1 Data Mining and Knowledge Discovery 1 Communications de la Faculté des Sciences de l’Université d’Ankara. Séries A1. Mathematics and Statistics 1 Journal of High Energy Physics 1 Quantitative Finance 1 OR Spectrum 1 North American Actuarial Journal 1 Computational Management Science 1 Optimization Letters 1 SIAM Journal on Imaging Sciences 1 Mathematical Programming Computation 1 EURO Journal on Computational Optimization 1 International Journal of Systems Science. Principles and Applications of Systems and Integration 1 Advances in Data Science and Adaptive Analysis 1 Journal of Membrane Computing all top 5 Cited in 20 Fields 59 Computer science (68-XX) 52 Statistics (62-XX) 40 Operations research, mathematical programming (90-XX) 17 Numerical analysis (65-XX) 16 Probability theory and stochastic processes (60-XX) 8 Fluid mechanics (76-XX) 7 Mechanics of deformable solids (74-XX) 7 Biology and other natural sciences (92-XX) 4 Partial differential equations (35-XX) 4 Statistical mechanics, structure of matter (82-XX) 4 Geophysics (86-XX) 3 Calculus of variations and optimal control; optimization (49-XX) 3 Systems theory; control (93-XX) 3 Information and communication theory, circuits (94-XX) 2 Quantum theory (81-XX) 2 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 History and biography (01-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Dynamical systems and ergodic theory (37-XX) 1 Operator theory (47-XX) Citations by Year