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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; UCI-ml; GitHub; NumPy; Adam; PyTorch; Keras; Matplotlib; R; PRMLT; XGBoost; ImageNet; ElemStatLearn; LIBSVM; MNIST; pandas; Gurobi; word2vec
Cited in: 827 Documents

Standard Articles

1 Publication describing the Software, including 1 Publication in zbMATH Year
Scikit-learn: machine learning in Python. Zbl 1280.68189
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
2011
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Cited by 2,542 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 Aljbaae, S.
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 Carruba, V.
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 Domingos, R. C.
2 Doostan, Alireza
2 Elsheikh, Ahmed H.
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
...and 2,442 more Authors
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Cited in 216 Serials

52 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
15 Computers & Operations Research
15 Quantum Information Processing
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 Computational Statistics
8 INFORMS Journal on Computing
8 SIAM Journal on Mathematics of Data Science
7 Journal of Computational and Applied Mathematics
7 Annals of Operations Research
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 Computational Statistics and Data Analysis
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 Communications in Nonlinear Science and Numerical Simulation
5 Optimization and Engineering
5 Electronic Journal of Statistics
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 Advances in Data Analysis and Classification. ADAC
4 Journal of Physics A: Mathematical and Theoretical
4 Foundations of Data Science
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 Celestial Mechanics and Dynamical Astronomy
3 Journal of Mathematical Imaging and Vision
3 Advances in Computational Mathematics
3 Annals of Mathematics and Artificial Intelligence
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 Multivariate Analysis
2 Journal of Classification
2 Information and Computation
2 Applied Mathematical Modelling
2 Pattern Recognition
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 Annals of Applied Statistics
2 Mathematical Geosciences
2 Algorithms
2 Dolomites Research Notes on Approximation
2 EURO Journal on Computational Optimization
2 Computer Science Review
...and 116 more Serials
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Cited in 45 Fields

475 Computer science (68-XX)
301 Statistics (62-XX)
127 Operations research, mathematical programming (90-XX)
88 Numerical analysis (65-XX)
68 Biology and other natural sciences (92-XX)
46 Game theory, economics, finance, and other social and behavioral sciences (91-XX)
43 Fluid mechanics (76-XX)
38 Probability theory and stochastic processes (60-XX)
37 Mechanics of deformable solids (74-XX)
34 Information and communication theory, circuits (94-XX)
31 Quantum theory (81-XX)
18 Systems theory; control (93-XX)
17 Algebraic topology (55-XX)
17 Geophysics (86-XX)
16 Statistical mechanics, structure of matter (82-XX)
15 Combinatorics (05-XX)
15 Partial differential equations (35-XX)
10 Dynamical systems and ergodic theory (37-XX)
9 Mechanics of particles and systems (70-XX)
7 Approximations and expansions (41-XX)
7 Calculus of variations and optimal control; optimization (49-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 Classical thermodynamics, heat transfer (80-XX)
3 Measure and integration (28-XX)
3 Several complex variables and analytic spaces (32-XX)
3 Functional analysis (46-XX)
3 Operator theory (47-XX)
3 Differential geometry (53-XX)
3 Optics, electromagnetic theory (78-XX)
2 Ordinary differential equations (34-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 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)

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