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; NumPy; GitHub; UCI-ml; PyTorch; Adam; Keras; Matplotlib; R; XGBoost; ImageNet; PRMLT; pandas; MNIST; LIBSVM; AlexNet; word2vec; randomForest Cited in: 631 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 1,994 Authors 5 Gramfort, Alexandre 5 Ignatyev, Alexey A. 5 Lodi, Andrea 4 Clémençon, Stéphan 4 Gibou, Frédéric 4 Larios-Cárdenas, Luis Ángel 4 Marques-Silva, João P. 4 Pain, Christopher C. 4 Sun, WaiChing 4 Wang, Kun 3 Barbiero, Pietro 3 Bischl, Bernd 3 Carlberg, Kevin T. 3 England, Matthew 3 Florescu, Dorian 3 Kadri, Hachem 3 Lang, Michel 3 Lavrač, Nada 3 Lerasle, Matthieu 3 Schölkopf, Bernhard 3 Škrlj, Blaž 3 Unpingco, José 3 Wozniak, Michal 2 Aggarwal, Charu C. 2 Alaya, Mokhtar Z. 2 Aldroubi, Akram 2 Aljbaae, S. 2 Askari, Armin 2 Bartoli, Nathalie 2 Bellinger, Colin 2 Berkhout, Joost 2 Blondel, Mathieu 2 Bouhlel, Mohamed Amine 2 Candès, Emmanuel J. 2 Cardonha, Carlos H. 2 Carmichael, Iain 2 Carruba, V. 2 Casalicchio, Giuseppe 2 Chzhen, Evgenii 2 Ciravegna, Gabriele 2 Ciré, André Augusto 2 Congedo, Pietro Marco 2 Constantine, Paul G. 2 d’Aspremont, Alexandre 2 Doležel, Ivo 2 Domingos, R. C. 2 Doostan, Alireza 2 Elouedi, Zied 2 Elsheikh, Ahmed H. 2 Exl, Lukas 2 Fang, Fangxin 2 Farid, Dewan Md 2 Fischer, Thomas Georg Bert 2 Frank, Eibe 2 Gahm, Christian 2 Gaïffas, Stéphane 2 Gao, Can 2 Golden, Bruce L. 2 Gomez, Thomas 2 González, Jaime E. 2 Grina, Fares 2 Hajij, Mustafa 2 Hansen, Lars Kai 2 He, Xi 2 Heaney, Claire E. 2 Heidergott, Bernd F. 2 Heo, Giseon 2 Hess, Kathryn P. 2 Holmes, Geoffrey 2 Huang, Haiyang 2 Huang, Shan 2 Hullermeier, Eyke 2 Huusari, Riikka 2 Ierapetritou, Marianthi G. 2 Izza, Yacine 2 Jäger, Georg 2 Karra, Satish 2 Khojandi, Anahita 2 Kimura, Masao 2 Kontolati, Katiana 2 Kotthoff, Lars 2 Kou, Shuhan 2 Koziarski, Michał 2 Krauss, Christopher 2 Laviolette, François 2 Leckie, Christopher 2 Lecué, Guillaume 2 Lefèvre, Éric 2 Lelong, Jérôme 2 Liberti, Leo 2 Ling, Julia 2 Liong, Sze-Teng 2 Liu, Kunhong 2 Lombardi, Damiano 2 Manca, Benedetto 2 Mauser, Norbert Julius 2 Mazumder, Rahul 2 Michel, Vincent 2 Morlier, Joseph 2 Mudunuru, Maruti Kumar ...and 1,894 more Authors all top 5 Cited in 178 Serials 57 Journal of Machine Learning Research (JMLR) 48 Machine Learning 24 Computer Methods in Applied Mechanics and Engineering 24 Journal of Computational Physics 15 Data Mining and Knowledge Discovery 14 European Journal of Operational Research 13 Information Sciences 12 Computers & Operations Research 10 Neural Computation 9 Quantum Information Processing 8 Computers and Fluids 8 The Journal of Artificial Intelligence Research (JAIR) 8 INFORMS Journal on Computing 7 International Journal of Approximate Reasoning 7 Journal of Theoretical Biology 6 Annals of Operations Research 6 SIAM Journal on Scientific Computing 6 Computational & Mathematical Methods in Medicine 6 SIAM Journal on Mathematics of Data Science 5 Artificial Intelligence 5 Mathematical Biosciences 5 Theoretical Computer Science 5 Computational Statistics 5 Computational Statistics and Data Analysis 5 Journal of Computational Neuroscience 5 Communications in Nonlinear Science and Numerical Simulation 5 Computational Geosciences 5 Lobachevskii Journal of Mathematics 5 Statistics and Computing 4 The Annals of Statistics 4 Journal of Computational and Applied Mathematics 4 Operations Research 4 Journal of Scientific Computing 4 Journal of Global Optimization 4 Optimization and Engineering 4 Quantitative Finance 4 Journal of Statistical Mechanics: Theory and Experiment 4 Advances in Data Analysis and Classification. ADAC 4 Electronic Journal of Statistics 3 Journal of Fluid Mechanics 3 Physica A 3 Applied Mathematics and Computation 3 Communications in Statistics. Theory and Methods 3 Celestial Mechanics and Dynamical Astronomy 3 Top 3 Advances in Computational Mathematics 3 Engineering Analysis with Boundary Elements 3 Journal of Applied Statistics 3 International Journal of Applied Mathematics and Computer Science 3 Journal of High Energy Physics 3 International Journal of Computational Methods 3 Journal of Computational and Graphical Statistics 3 Computer Science Review 3 Journal of Applied and Computational Topology 2 Acta Mechanica 2 Computers & Mathematics with Applications 2 Journal of the Franklin Institute 2 Nuclear Physics. B 2 ACM Transactions on Mathematical Software 2 Journal of Multivariate Analysis 2 Journal of Symbolic Computation 2 Communications in Statistics. Simulation and Computation 2 Pattern Recognition 2 Journal of Mathematical Imaging and Vision 2 Annals of Mathematics and Artificial Intelligence 2 Complexity 2 International Journal of Computational Fluid Dynamics 2 Chaos 2 Mathematical and Computer Modelling of Dynamical Systems 2 European Journal of Mechanics. A. Solids 2 Journal of Cosmology and Astroparticle Physics 2 Computational Management Science 2 European Series in Applied and Industrial Mathematics (ESAIM): Mathematical Modelling and Numerical Analysis 2 Optimization Letters 2 Mathematical Geosciences 2 Algorithms 2 Advances in Data Science and Adaptive Analysis 2 Information Geometry 1 Classical and Quantum Gravity 1 Computer Physics Communications 1 Journal of Mathematical Biology 1 Physics Letters. A 1 Physics Letters. B 1 Physics Reports 1 Chaos, Solitons and Fractals 1 Journal of Econometrics 1 Journal of Mathematical Psychology 1 Opsearch 1 SIAM Journal on Control and Optimization 1 Statistica 1 Operations Research Letters 1 Journal of Classification 1 Physica D 1 Probability Theory and Related Fields 1 Statistical Science 1 Information and Computation 1 Computational Mechanics 1 Journal of Economic Dynamics & Control 1 SIAM Journal on Matrix Analysis and Applications 1 Neural Networks ...and 78 more Serials all top 5 Cited in 42 Fields 374 Computer science (68-XX) 216 Statistics (62-XX) 97 Operations research, mathematical programming (90-XX) 62 Numerical analysis (65-XX) 51 Biology and other natural sciences (92-XX) 34 Fluid mechanics (76-XX) 34 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 27 Probability theory and stochastic processes (60-XX) 23 Mechanics of deformable solids (74-XX) 23 Information and communication theory, circuits (94-XX) 21 Quantum theory (81-XX) 14 Statistical mechanics, structure of matter (82-XX) 14 Geophysics (86-XX) 13 Combinatorics (05-XX) 13 Algebraic topology (55-XX) 12 Systems theory; control (93-XX) 11 Partial differential equations (35-XX) 6 Mechanics of particles and systems (70-XX) 6 Relativity and gravitational theory (83-XX) 4 Algebraic geometry (14-XX) 4 Dynamical systems and ergodic theory (37-XX) 4 Calculus of variations and optimal control; optimization (49-XX) 3 General and overarching topics; collections (00-XX) 3 Linear and multilinear algebra; matrix theory (15-XX) 3 Measure and integration (28-XX) 3 Functional analysis (46-XX) 3 Optics, electromagnetic theory (78-XX) 3 Classical thermodynamics, heat transfer (80-XX) 2 Several complex variables and analytic spaces (32-XX) 2 Ordinary differential equations (34-XX) 2 Approximations and expansions (41-XX) 2 Operator theory (47-XX) 2 Geometry (51-XX) 2 Differential geometry (53-XX) 2 Astronomy and astrophysics (85-XX) 1 Number theory (11-XX) 1 Category theory; homological algebra (18-XX) 1 Group theory and generalizations (20-XX) 1 Integral equations (45-XX) 1 Convex and discrete geometry (52-XX) 1 General topology (54-XX) 1 Manifolds and cell complexes (57-XX) Citations by Year