Unsupervised domain adaptation via re-weighted transfer subspace learning with inter-class sparsity

Visualizing Data using t-SNE

Laurens van der Maaten, Geoffrey E. Hinton · Journal of Machine Learning Research · 2008 · 35.7K citations

Computing, Data Science, Visualization +13

Robust Recovery of Subspace Structures by Low-Rank Representation

Guangcan Liu, Zhouchen Lin, Shuicheng Yan et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2012 · 3.7K citations · Full text

Computing, Computer Science, Data Mining +12

Deep Domain Confusion: Maximizing for Domain Invariance

Eric Tzeng, Judy Hoffman, Ning Zhang et al. · arXiv (Cornell University) · 2014 · 2.4K citations · Full text

Computing, Computer Science, Computer Vision +12

Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples

BelkinMikhail, NiyogiPartha, SindhwaniVikas · Journal of Machine Learning Research · 2006 · 2.1K citations

Computing, Computer Science, Computational Geometry +16

Scatter Component Analysis: A Unified Framework for Domain Adaptation and Domain Generalization

Muhammad Ghifary, David Balduzzi, W. Bastiaan Kleijn et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2016 · 489 citations

Computing, Computer Science, Computer Vision +12