Scikit swMATH ID: 8058 Software Authors: Pedregosa, Fabian; Varoquaux, Gaël; Gramfort, Alexandre; Michel, Vincent; Thirion, Bertrand; Grisel, Olivier; Blondel, Mathieu; Prettenhofer, Peter; Weiss, Ron; Dubourg, Vincent; Vanderplas, Jake; Passos, Alexandre; Cournapeau, David; Brucher, Matthieu; Perrot, Matthieu; Duchesnay, Édouard Description: Scikit-learn: machine learning in python. Scikit-learn is a Python module integrating a wide range of state-of-the-art machine learning algorithms for medium-scale supervised and unsupervised problems. This package focuses on bringing machine learning to non-specialists using a general-purpose high-level language. Emphasis is put on ease of use, performance, documentation, and API consistency. It has minimal dependencies and is distributed under the simplified BSD license, encouraging its use in both academic and commercial settings. Source code, binaries, and documentation can be downloaded from url{http://scikit-learn.sourceforge.net}. Homepage: http://scikit-learn.org/stable/ Dependencies: Python Keywords: Python; supervised learning; unsupervised learning; model selection Related Software: Python; SciPy; TensorFlow; GitHub; UCI-ml; NumPy; Adam; PyTorch; Keras; Matplotlib; R; PRMLT; XGBoost; ElemStatLearn; ImageNet; LIBSVM; pandas; MNIST; Gurobi; word2vec Cited in: 845 Documents Standard Articles 1 Publication describing the Software, including 1 Publication in zbMATH Year Scikit-learn: machine learning in Python. Zbl 1280.68189Pedregosa, Fabian; Varoquaux, Gaël; Gramfort, Alexandre; Michel, Vincent; Thirion, Bertrand; Grisel, Olivier; Blondel, Mathieu; Prettenhofer, Peter; Weiss, Ron; Dubourg, Vincent; Vanderplas, Jake; Passos, Alexandre; Cournapeau, David; Brucher, Matthieu; Perrot, Matthieu; Duchesnay, Édouard 2011 all top 5 Cited by 2,601 Authors 6 Lodi, Andrea 5 Clémençon, Stéphan 5 Ignatyev, Alexey A. 5 Sun, WaiChing 4 England, Matthew 4 Gibou, Frédéric 4 Gramfort, Alexandre 4 Larios-Cárdenas, Luis Ángel 4 Marques-Silva, João P. 4 Pain, Christopher C. 4 Wang, Kun 3 Barbiero, Pietro 3 Bischl, Bernd 3 Carlberg, Kevin T. 3 Elouedi, Zied 3 Florescu, Dorian 3 Gaïffas, Stéphane 3 Grina, Fares 3 Kadri, Hachem 3 Lang, Michel 3 Lavrač, Nada 3 Lefèvre, Éric 3 Lelong, Jérôme 3 Lerasle, Matthieu 3 Manca, Benedetto 3 Needell, Deanna 3 Patra, Abani K. 3 Perracchione, Emma 3 Schölkopf, Bernhard 3 Shekhar, Prashant 3 Škrlj, Blaž 3 Unpingco, José 3 Vaiter, Samuel 3 Wozniak, Michal 2 Abueidda, Diab W. 2 Aggarwal, Charu C. 2 Aldroubi, Akram 2 Askari, Armin 2 Astorino, Annabella 2 Bartoli, Nathalie 2 Bellinger, Colin 2 Bemporad, Alberto 2 Berkhout, Joost 2 Blondel, Mathieu 2 Bollwein, Ferdinand 2 Bonneville, Christophe 2 Bouhlel, Mohamed Amine 2 Čanađija, Marko 2 Candès, Emmanuel J. 2 Cardonha, Carlos H. 2 Casalicchio, Giuseppe 2 Cavoretto, Roberto 2 Chzhen, Evgenii 2 Ciravegna, Gabriele 2 Ciré, André Augusto 2 Congedo, Pietro Marco 2 Constantine, Paul G. 2 Darcy, Matthieu 2 d’Aspremont, Alexandre 2 De Raedt, Luc 2 De Rossi, Alessandra 2 Denisov, S. V. 2 Doležel, Ivo 2 Doostan, Alireza 2 Elsheikh, Ahmed H. 2 Ernst, Andreas T. 2 Exl, Lukas 2 Fang, Fangxin 2 Farid, Dewan Md 2 Fischer, Thomas Georg Bert 2 Frank, Eibe 2 Gabrys, Bogdan 2 Gahm, Christian 2 Gao, Can 2 Ghaoui, Laurent El 2 Golden, Bruce L. 2 Gomez, Thomas 2 Gong, Zhiguo 2 González, Jaime E. 2 Gorgone, Enrico 2 Haddock, Jamie 2 Hajij, Mustafa 2 Hansen, Lars Kai 2 Hao, Zhifeng 2 He, Junyan 2 He, Xi 2 He, Yang-Hui Evariste 2 Heaney, Claire E. 2 Heidergott, Bernd F. 2 Heo, Giseon 2 Hernandez-Vargas, Esteban A. 2 Hess, Kathryn P. 2 Heyes, Elli 2 Hirst, Edward 2 Holmes, Geoffrey 2 Huang, Hayang 2 Huang, Shan 2 Hullermeier, Eyke 2 Huusari, Riikka 2 Ierapetritou, Marianthi G. ...and 2,501 more Authors all top 5 Cited in 219 Serials 53 Machine Learning 50 Journal of Machine Learning Research (JMLR) 37 Computer Methods in Applied Mechanics and Engineering 30 Journal of Computational Physics 22 Information Sciences 19 European Journal of Operational Research 19 Data Mining and Knowledge Discovery 16 Quantum Information Processing 15 Computers & Operations Research 11 Statistics and Computing 10 International Journal of Approximate Reasoning 10 Neural Computation 9 SIAM Journal on Scientific Computing 9 Chaos 9 Journal of Theoretical Biology 8 Artificial Intelligence 8 Computers and Fluids 8 Neural Networks 8 Annals of Operations Research 8 Computational Statistics 8 INFORMS Journal on Computing 8 SIAM Journal on Mathematics of Data Science 7 Journal of Computational and Applied Mathematics 7 Computational Statistics and Data Analysis 7 The Journal of Artificial Intelligence Research (JAIR) 7 Journal of Computational and Graphical Statistics 6 The Annals of Statistics 6 Journal of Scientific Computing 6 Journal of Computational Neuroscience 6 Computational Geosciences 6 Journal of Statistical Mechanics: Theory and Experiment 6 Computational & Mathematical Methods in Medicine 5 Mathematical Biosciences 5 Theoretical Computer Science 5 Annals of Mathematics and Artificial Intelligence 5 Communications in Nonlinear Science and Numerical Simulation 5 Optimization and Engineering 5 Advances in Data Analysis and Classification. ADAC 5 Electronic Journal of Statistics 5 Foundations of Data Science 4 Applied Mathematics and Computation 4 Operations Research 4 Journal of Global Optimization 4 Top 4 Engineering Analysis with Boundary Elements 4 Constraints 4 International Journal of Applied Mathematics and Computer Science 4 Lobachevskii Journal of Mathematics 4 Quantitative Finance 4 Computational Management Science 4 Journal of Physics A: Mathematical and Theoretical 3 Acta Mechanica 3 Computers & Mathematics with Applications 3 Journal of Fluid Mechanics 3 Journal of Mathematical Biology 3 Physica A 3 ACM Transactions on Mathematical Software 3 Journal of Symbolic Computation 3 Computational Mechanics 3 Communications in Statistics. Simulation and Computation 3 Communications in Statistics. Theory and Methods 3 Journal of Mathematical Imaging and Vision 3 Advances in Computational Mathematics 3 Bernoulli 3 Journal of Applied Statistics 3 European Journal of Mechanics. A. Solids 3 Journal of High Energy Physics 3 International Journal of Computational Methods 3 Optimization Letters 3 Journal of Applied and Computational Topology 2 Computer Physics Communications 2 Journal of the Franklin Institute 2 Nuclear Physics. B 2 Physics Letters. B 2 Bulletin of Mathematical Biology 2 International Journal for Numerical Methods in Engineering 2 Journal of the American Statistical Association 2 Journal of Multivariate Analysis 2 Technometrics 2 Journal of Classification 2 Information and Computation 2 Applied Mathematical Modelling 2 Pattern Recognition 2 Celestial Mechanics and Dynamical Astronomy 2 Cybernetics and Systems Analysis 2 Computational Optimization and Applications 2 Computational and Applied Mathematics 2 Statistica Sinica 2 Complexity 2 International Journal of Computational Fluid Dynamics 2 Mathematical and Computer Modelling of Dynamical Systems 2 New Journal of Physics 2 Matematicheskoe Modelirovanie 2 SIAM Journal on Applied Dynamical Systems 2 Journal of Cosmology and Astroparticle Physics 2 Oberwolfach Reports 2 European Series in Applied and Industrial Mathematics (ESAIM): Mathematical Modelling and Numerical Analysis 2 The International Journal of Biostatistics 2 The Annals of Applied Statistics 2 Mathematical Geosciences ...and 119 more Serials all top 5 Cited in 46 Fields 485 Computer science (68-XX) 315 Statistics (62-XX) 128 Operations research, mathematical programming (90-XX) 90 Numerical analysis (65-XX) 67 Biology and other natural sciences (92-XX) 48 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 43 Fluid mechanics (76-XX) 39 Mechanics of deformable solids (74-XX) 38 Probability theory and stochastic processes (60-XX) 36 Information and communication theory, circuits (94-XX) 32 Quantum theory (81-XX) 19 Algebraic topology (55-XX) 18 Systems theory; control (93-XX) 17 Geophysics (86-XX) 16 Combinatorics (05-XX) 16 Partial differential equations (35-XX) 16 Statistical mechanics, structure of matter (82-XX) 11 Dynamical systems and ergodic theory (37-XX) 7 Approximations and expansions (41-XX) 7 Calculus of variations and optimal control; optimization (49-XX) 7 Mechanics of particles and systems (70-XX) 7 Relativity and gravitational theory (83-XX) 6 Algebraic geometry (14-XX) 5 Linear and multilinear algebra; matrix theory (15-XX) 4 General and overarching topics; collections (00-XX) 4 Optics, electromagnetic theory (78-XX) 4 Classical thermodynamics, heat transfer (80-XX) 3 Measure and integration (28-XX) 3 Several complex variables and analytic spaces (32-XX) 3 Ordinary differential equations (34-XX) 3 Functional analysis (46-XX) 3 Operator theory (47-XX) 3 Differential geometry (53-XX) 2 Geometry (51-XX) 2 Convex and discrete geometry (52-XX) 2 Manifolds and cell complexes (57-XX) 2 Global analysis, analysis on manifolds (58-XX) 2 Astronomy and astrophysics (85-XX) 1 Mathematical logic and foundations (03-XX) 1 Number theory (11-XX) 1 Commutative algebra (13-XX) 1 Category theory; homological algebra (18-XX) 1 Group theory and generalizations (20-XX) 1 Difference and functional equations (39-XX) 1 Integral equations (45-XX) 1 General topology (54-XX) Citations by Year