Auto-WEKA swMATH ID: 21536 Software Authors: Kotthoff, Lars; Thornton, Chris; Hoos, Holger H.; Hutter, Frank; Leyton-Brown, Kevin Description: Auto-WEKA 2.0: automatic model selection and hyperparameter optimization in WEKA. WEKA is a widely used, open-source machine learning platform. Due to its intuitive interface, it is particularly popular with novice users. However, such users often find it hard to identify the best approach for their particular dataset among the many available. We describe the new version of Auto-WEKA, a system designed to help such users by automatically searching through the joint space of WEKA’s learning algorithms and their respective hyperparameter settings to maximize performance, using a state-of-the-art Bayesian optimization method. Our new package is tightly integrated with WEKA, making it just as accessible to end users as any other learning algorithm. Homepage: http://www.cs.ubc.ca/labs/beta/Projects/autoweka/ Keywords: hyperparameter optimization; model selection; feature selection Related Software: auto-sklearn; SMAC; Spearmint; Hyperopt; Scikit; SATzilla; TPOT; Paramils; irace; OpenML; WEKA; UCI-ml; XGBoost; H2O; Python; R; GitHub; claspfolio 2; AutoKeras; AutoFolio Cited in: 33 Publications all top 5 Cited by 101 Authors 7 Lindauer, Marius 6 Hoos, Holger H. 5 Hutter, Frank 4 Leyton-Brown, Kevin 3 Bischl, Bernd 3 Eggensperger, Katharina 2 Hullermeier, Eyke 2 Kotthoff, Lars 1 Aivaliotis, Georgios 1 Alaa, Ahmed M. 1 Andonie, Răzvan 1 Antonio, Candelieri 1 Bakirov, Rashid 1 Balint, Adrian 1 Baratchi, Mitra 1 Barreto, Cephas A. S. 1 Bayless, Sam 1 Belakaria, Syrine 1 Benjamins, Carolin 1 Biedenkapp, André 1 Biswal, R. R. 1 Braun, Mikio L. 1 Brazdil, Pavel B. 1 Calimeri, Francesco 1 Cironis, Lukas 1 Corazza, Marco 1 Costa, Ivan G. 1 de Miranda, Péricles B. C. 1 de Sá, Alex G. C. 1 Deng, Difan 1 Deshwal, Aryan 1 di Tollo, Giacomo 1 Dodaro, Carmine 1 Doppa, Janardhan Rao 1 Fasano, Giovanni 1 Fay, Damien 1 Feitosa-Neto, Antonino 1 Feurer, Matthias 1 Forster, Dennis 1 Fréchette, Alexandre 1 Freitas, Alex Alves 1 Fuscà, Davide 1 Gabrys, Bogdan 1 Giraud-Carrier, Christophe 1 Gómez-Pozos, Heberto 1 Hernández-Chan, Gandhi 1 Huber, Marco F. 1 Kerschke, Pascal 1 Kotthaus, Helena 1 Krueger, Tammo 1 Lang, Michel 1 Lavrač, Nada 1 Lorena, Ana Carolina 1 Lücke, Jörg 1 Ludermir, Teresa Bernarda 1 Maciel, Aron I. 1 Malitsky, Yuri 1 Martinc, Matej 1 Marwedel, Peter 1 Mejía, José 1 Melnikov, Vitalik 1 Mısır, Mustafa 1 Mohr, Felix 1 Ochoa, Gabriela 1 Ottervanger, Gilles 1 Palczewski, Jan 1 Panknin, Danny 1 Pappa, Gisele l. 1 Pargent, Florian 1 Perri, Simona 1 Pesenti, Raffaele 1 Pfisterer, Florian 1 Pimenta, Cristiano G. 1 Pollak, Senja 1 Prudêncio, Ricardo B. C. 1 Qian, Zhaozhi 1 Rahnenführer, Jörg 1 Ruhkopf, Tim 1 Sánchez-DelaCruz, Eddy 1 Sass, René 1 Schaub, Torsten H. 1 Schilling, Nicolas 1 Schmidt-Thieme, Lars 1 Sebag, Michèle 1 Sheikh, Abdul-Saboor 1 Škrlj, Blaž 1 Thomas, Janek 1 Tierney, Kevin 1 van der Schaar, Mihaela 1 van Engelen, Jesper E. 1 van Rijn, Jan N. 1 Vanschoren, Joaquin 1 Weber, Roberto A. 1 Weihs, Claus 1 Wever, Marcel 1 Wistuba, Martin 1 Xavier Junior, João C. 1 Yang, Zebin 1 Zangari, Jessica 1 Zhang, Aijun ...and 1 more Authors all top 5 Cited in 15 Serials 10 Machine Learning 5 Artificial Intelligence 3 The Journal of Artificial Intelligence Research (JAIR) 3 Journal of Machine Learning Research (JMLR) 1 Theoretical Computer Science 1 Annals of Operations Research 1 Neural Computation 1 Journal of Global Optimization 1 Computational Statistics 1 Journal of Statistical Computation and Simulation 1 Data Mining and Knowledge Discovery 1 Theory and Practice of Logic Programming 1 Computational & Mathematical Methods in Medicine 1 Statistics and Computing 1 Journal of Membrane Computing all top 5 Cited in 6 Fields 29 Computer science (68-XX) 12 Statistics (62-XX) 2 Operations research, mathematical programming (90-XX) 1 General and overarching topics; collections (00-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Biology and other natural sciences (92-XX) Citations by Year