auto-sklearn swMATH ID: 33039 Software Authors: Feurer, Matthias; Klein, Aaron; Eggensperger, Katharina; Springenberg, Jost; Blum, Manuel; Hutter, Frank Description: Auto-sklearn provides out-of-the-box supervised machine learning. Built around the scikit-learn machine learning library, auto-sklearn automatically searches for the right learning algorithm for a new machine learning dataset and optimizes its hyperparameters. Thus, it frees the machine learning practitioner from these tedious tasks and allows her to focus on the real problem. Homepage: https://automl.github.io/auto-sklearn/master/ Related Software: Auto-WEKA; SMAC; Scikit; Spearmint; Python; TPOT; Hyperopt; OpenML; UCI-ml; SATzilla; Paramils; WEKA; GitHub; claspfolio 2; irace; Hyperband; AlexNet; ImageNet; CIFAR; AutoKeras Cited in: 25 Publications all top 5 Cited by 77 Authors 5 Hoos, Holger H. 4 Hutter, Frank 4 Lindauer, Marius 3 Leyton-Brown, Kevin 2 Hullermeier, Eyke 2 Kotthoff, Lars 2 van Rijn, Jan N. 2 Vanschoren, Joaquin 1 Alcobaça, Edesio 1 Andonie, Răzvan 1 Ansótegui, Carlos 1 Antonio, Candelieri 1 Bakirov, Rashid 1 Balint, Adrian 1 Baratchi, Mitra 1 Barreto, Cephas A. S. 1 Bayless, Sam 1 Bemporad, Alberto 1 Bischl, Bernd 1 Brazdil, Pavel B. 1 Brooks, Philip 1 De Loera, Jesús A. 1 de Sá, Alex G. C. 1 DeSalvo, Giulia 1 Eggensperger, Katharina 1 Fay, Damien 1 Feitosa-Neto, Antonino 1 Feurer, Matthias 1 Fréchette, Alexandre 1 Freitas, Alex Alves 1 Gabrys, Bogdan 1 Garcia, Luís P. F. 1 Gijsbers, Pieter 1 Giraud-Carrier, Christophe 1 Haddock, Jamie 1 Huang, Teng 1 Huber, Marco F. 1 Jamieson, Kevin 1 Kadra, Arlind 1 Kerschke, Pascal 1 Lavrač, Nada 1 Li, Lisha 1 Lodi, Andrea 1 Ludermir, Teresa Bernarda 1 Ma, Anna 1 Malitsky, Yuri 1 Mallik, Neeratyoy 1 Martinc, Matej 1 Melnikov, Vitalik 1 Mohr, Felix 1 Needell, Deanna 1 Ochoa, Gabriela 1 Oliva, Jefferson T. 1 Ottervanger, Gilles 1 Pappa, Gisele l. 1 Pimenta, Cristiano G. 1 Pollak, Senja 1 Pon, Josep 1 Ponce de Leon Ferreira de Carvalho, André Carlos 1 Raghunathan, Arvind U. 1 Ravi, Sahithya 1 Rivolli, Adriano 1 Rostamizadeh, Afshin 1 Schilling, Nicolas 1 Schmidt-Thieme, Lars 1 Sellmann, Meinolf 1 Siqueira, Felipe 1 Škrlj, Blaž 1 Talwalkar, Ameet 1 Tierney, Kevin 1 van Engelen, Jesper E. 1 Wever, Marcel 1 Wistuba, Martin 1 Xavier Junior, João C. 1 Yang, Zebin 1 Zhang, Aijun 1 Zöller, Marc-André all top 5 Cited in 11 Serials 8 Machine Learning 4 Journal of Machine Learning Research (JMLR) 3 Artificial Intelligence 2 Annals of Mathematics and Artificial Intelligence 1 Theoretical Computer Science 1 Journal of Global Optimization 1 Computational Optimization and Applications 1 The Journal of Artificial Intelligence Research (JAIR) 1 INFORMS Journal on Computing 1 Data Mining and Knowledge Discovery 1 Journal of Membrane Computing Cited in 5 Fields 22 Computer science (68-XX) 5 Statistics (62-XX) 5 Operations research, mathematical programming (90-XX) 1 General and overarching topics; collections (00-XX) 1 Numerical analysis (65-XX) Citations by Year