Unsupervised Learning Publications

Publications in Unsupervised Learning

Explore the most influential research papers and scholarly works that have shaped Unsupervised Learning. Use the concept filter below to focus on a specific sub-area of research.

Unsupervised Learning

1.3K

Publications

132.9K

Citations

Showing yearly statistics from 2000-2026.

Page 1

	Year	Citations
Nonlinear Dimensionality Reduction by Locally Linear Embedding Sam T. Roweis, Lawrence K. Saul Science Geometric LearningImage AnalysisMachine LearningData ScienceData Mining	2000	14.9K
Extracting and composing robust features with denoising autoencoders Pascal Vincent, Hugo Larochelle, Yoshua Bengio, EngineeringMachine LearningAutoencodersRobust FeaturesRobust Feature	2008	7.2K
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford, Luke Metz, Soumith Chintala arXiv (Cornell University) Convolutional Neural NetworkEngineeringMachine LearningRepresentation LearningImage Analysis	2015	7K
Unsupervised Feature Learning via Non-parametric Instance Discrimination Zhirong Wu, Yuanjun Xiong, Stella X. Yu, Few-shot LearningNeural Net ClassifiersMultiple Instance LearningEngineeringMachine Learning	2018	3.5K
A survey on semi-supervised learning Jesper E. van Engelen, Holger H. Hoos Machine Learning Artificial IntelligenceNatural Language ProcessingEngineeringMachine LearningData Science	2019	2.4K
Unsupervised learning of finite mixture models Mário A. T. Figueiredo, Anil K. Jain IEEE Transactions on Pattern Analysis and Machine Intelligence Em AlgorithmMixture DistributionEngineeringMachine LearningMixture Models	2002	2.1K
Improved Baselines with Momentum Contrastive Learning Xinlei Chen, Haoqi Fan, Ross Girshick, arXiv (Cornell University) Artificial IntelligenceStructured PredictionEngineeringMachine LearningSequential Learning	2020	2.1K
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron, Ishan Misra, Julien Mairal, arXiv (Cornell University) EngineeringMachine LearningUnsupervised Machine LearningImage AnalysisData Science	2020	1.9K
Optimal unsupervised learning in a single-layer linear feedforward neural network Terence D. Sanger Neural Networks EngineeringMachine LearningComputational Learning TheoryPattern RecognitionSparse Neural Network	1989	1.5K
Learning deep representations by mutual information estimation and maximization R Devon Hjelm, Alex Fedorov, Samuel Lavoie-Marchildon, arXiv (Cornell University) Artificial IntelligenceStructured PredictionGeometric LearningEngineeringMachine Learning	2018	1.4K
<i>K</i>-means clustering via principal component analysis Chris Ding, Xiaofeng He EngineeringMachine LearningComplexity ReductionUnsupervised Machine LearningData Science	2004	1.4K
Deep Supervised, but Not Unsupervised, Models May Explain IT Cortical Representation Seyed‐Mahdi Khaligh‐Razavi, Nikolaus Kriegeskorte PLoS Computational Biology Convolutional Neural NetworkEngineeringObject CategorizationIt Cortical RepresentationAutoencoders	2014	1.3K

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