Supervised Learning

Supervised Learning is a machine learning and statistical learning paradigm in which a model is trained on labeled input–output pairs to learn a mapping from inputs to outputs that generalizes to unseen data.

10.1K

Publications

1.1M

Citations

25.7K

Authors

Institutions

Publications per year

2017–2026

5.9K

Variants

Supervised Machine Learning

Parents

Machine LearningStatistical Learning

Children

Bayesian ClassifiersCost-sensitive LearningGeneralization ErrorGradient BoostingImbalanced ClassificationInstance-based LearningLogistic RegressionMargin TheoryMulticlass ClassificationMultilabel Classification

Publications

10.1K

Scikit-learn: Machine Learning in Python

Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text

Computing, Computer Science, Artificial Intelligence +10

Learning representations by back-propagating errors

David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams · Nature · 1986 · 30.9K citations

Computing, Computer Science, Knowledge Representation +11

Greedy function approximation: A gradient boosting machine.

Jerome H. Friedman · The Annals of Statistics · 2001 · 29K citations · Full text

Computing, Computer Science, Mathematics +17

A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting

Yoav Freund, Robert E. Schapire · Journal of Computer and System Sciences · 1997 · 20.3K citations

Computing, Computer Science, Mathematics +14

The Unreasonable Effectiveness of Deep Features as a Perceptual Metric

Richard Zhang, Phillip Isola, Alexei A. Efros et al. · 2018 · 12.4K citations

Computing, Computer Science, Computer Vision +14

1–5 of 10.1K

Authors

25.7K

FN
Feiping Nie
Northwestern Polytechnical University, China
44 publications · 2.5K citations
33
h-index
ZZ
Zhi‐Hua Zhou
Nanjing University, China
52 publications · 8K citations
32
h-index
MS
Masashi Sugiyama
Tokyo Institute of Technology, Japan
56 publications · 3.2K citations
28
h-index
DT
Dacheng Tao
The University of Sydney, Australia
43 publications · 4.2K citations
28
h-index
MZ
Min-Ling Zhang
Southeast University, China
27 publications · 5.5K citations
23
h-index

1–5 of 25.7K

Institutions

1–8 of 4K

Venues

arXiv (Cornell University)
Repository · 1K publications · 168.2K citations
123
h-index
IEEE Transactions on Pattern Analysis and Machine Intelligence
TPAMI · 151 publications · 32.7K citations
76
h-index
IEEE Transactions on Neural Networks and Learning Systems
131 publications · 12.6K citations
52
h-index
Neurocomputing
201 publications · 10.7K citations
51
h-index
IEEE Transactions on Neural Networks
88 publications · 22K citations
51
h-index

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