Unsupervised Learning

Unsupervised Learning is a paradigm within machine learning and statistical learning in which an algorithm infers the underlying structure of data by modeling observed variables solely from unlabeled examples, thereby discovering latent patterns, groupings, or representations without reference to predefined target outputs.

13.7K

Publications

1.2M

Citations

30.7K

Authors

4.8K

Institutions

Publications per year

2017–2026

Parents

Machine LearningStatistical Learning

Children

Association Rule LearningAutoencodersClusteringDictionary LearningFeature LearningGaussian Mixture ModelsHierarchical ClusteringIndependent Component AnalysisManifold LearningNon-negative Matrix Factorization

Publications

13.7K

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

Nonlinear Dimensionality Reduction by Locally Linear Embedding

Sam T. Roweis, Lawrence K. Saul · Science · 2000 · 15K citations

Computing, Computer Science, Data Visualization +15

Momentum Contrast for Unsupervised Visual Representation Learning

Kaiming He, Haoqi Fan, Yuxin Wu et al. · 2020 · 12K citations

Computing, Computer Science, Computer Vision +12

Independent component analysis: algorithms and applications

Aapo Hyvärinen, Erkki Oja · Neural Networks · 2000 · 8.8K citations

Computing, Computer Science, Machine Learning +7

DeepWalk

2014 · 8.5K citations · Full text

Computing, Computer Science, Knowledge Representation +16

1–5 of 13.7K

Authors

30.7K

FN
Feiping Nie
Northwestern Polytechnical University, China
120 publications · 11.6K citations
53
h-index
XL
Xinwang Liu
National University of Defense Technology, China
59 publications · 5.4K citations
41
h-index
YY
Yi Yang
University of Technology Sydney, Australia
43 publications · 9.8K citations
35
h-index
XL
Xuelong Li
Northwestern Polytechnical University, China
66 publications · 3.2K citations
34
h-index
LJ
Licheng Jiao
Xidian University, China
54 publications · 2.7K citations
30
h-index

1–5 of 30.7K

Institutions

4.8K

1–8 of 4.8K

Venues

arXiv (Cornell University)
Repository · 1.1K publications · 169.3K citations
129
h-index
IEEE Transactions on Pattern Analysis and Machine Intelligence
TPAMI · 199 publications · 36.8K citations
86
h-index
IEEE Transactions on Geoscience and Remote Sensing
244 publications · 25K citations
80
h-index
IEEE Transactions on Image Processing
185 publications · 16.3K citations
71
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 239 publications · 19.3K citations
70
h-index

1–5