A Comprehensive Survey on Transfer Learning

Fuzhen Zhuang; Zhiyuan Qi; Keyu Duan; Dongbo Xi; Yongchun Zhu; Hengshu Zhu; Hui Xiong; Qing He

doi:https://doi.org/10.1109/jproc.2020.3004555

A Comprehensive Survey on Transfer Learning

2020 · Proceedings of the IEEE · 6,441 citations · 0 from inside this corpus

Fuzhen Zhuang, Zhiyuan Qi, Keyu Duan low, Dongbo Xi, Yongchun Zhu, Hengshu Zhu, Hui Xiong, Qing He

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Citation edge evidence

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A Comprehensive Survey on Transfer Learning→A Survey on Transfer LearningLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Indexing by latent semantic analysisLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Nonlinear Component Analysis as a Kernel Eigenvalue ProblemLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Domain-Adversarial Training of Neural NetworksLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→A survey of transfer learningLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Combining labeled and unlabeled data with co-trainingLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Adversarial Discriminative Domain AdaptationLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Deep CORAL: Correlation Alignment for Deep Domain AdaptationLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Ex…Legacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→A Survey on Deep Transfer LearningLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Adapting Visual Category Models to New DomainsLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Learning Transferable Features with Deep Adaptation NetworksLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Unsupervised Domain Adaptation by BackpropagationLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Deep Domain Confusion: Maximizing for Domain InvarianceLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Deep visual domain adaptation: A surveyLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Geodesic flow kernel for unsupervised domain adaptationLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Ex…Legacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Probabilistic Latent Semantic AnalysisLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Transfer Feature Learning with Joint Distribution AdaptationLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classifi…Legacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Return of Frustratingly Easy Domain AdaptationLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Boosting for transfer learningLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Correcting Sample Selection Bias by Unlabeled DataLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Domain adaptation with structural correspondence learningLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Transfer Learning for Reinforcement Learning Domains: A SurveyLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Domain Adaptation for Large-Scale Sentiment Classification: A Deep Learning ApproachLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Conditional Adversarial Domain AdaptationLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Unsupervised Visual Domain Adaptation Using Subspace AlignmentLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→Frustratingly Easy Domain AdaptationLegacy edge — source detail unavailable
A Comprehensive Survey on Transfer Learning→A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled DataLegacy edge — source detail unavailable
Deep Domain Confusion: Maximizing for Domain Invariance→Adapting Visual Category Models to New DomainsLegacy edge — source detail unavailable
Deep Domain Confusion: Maximizing for Domain Invariance→Unsupervised Visual Domain Adaptation Using Subspace AlignmentLegacy edge — source detail unavailable
Deep Domain Confusion: Maximizing for Domain Invariance→Frustratingly Easy Domain AdaptationLegacy edge — source detail unavailable
Probabilistic Latent Semantic Analysis→Indexing by latent semantic analysisLegacy edge — source detail unavailable
Adapting Visual Category Models to New Domains→Frustratingly Easy Domain AdaptationLegacy edge — source detail unavailable
Adapting Visual Category Models to New Domains→Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classifi…Legacy edge — source detail unavailable
Domain-Adversarial Training of Neural Networks→Deep Domain Confusion: Maximizing for Domain InvarianceLegacy edge — source detail unavailable
Domain-Adversarial Training of Neural Networks→Adapting Visual Category Models to New DomainsLegacy edge — source detail unavailable
Domain-Adversarial Training of Neural Networks→Unsupervised Visual Domain Adaptation Using Subspace AlignmentLegacy edge — source detail unavailable
Domain-Adversarial Training of Neural Networks→Correcting Sample Selection Bias by Unlabeled DataLegacy edge — source detail unavailable
Domain-Adversarial Training of Neural Networks→Geodesic flow kernel for unsupervised domain adaptationLegacy edge — source detail unavailable
Domain-Adversarial Training of Neural Networks→Domain adaptation with structural correspondence learningLegacy edge — source detail unavailable
Domain-Adversarial Training of Neural Networks→Domain Adaptation for Large-Scale Sentiment Classification: A Deep Learning ApproachLegacy edge — source detail unavailable
Unsupervised Domain Adaptation by Backpropagation→Deep Domain Confusion: Maximizing for Domain InvarianceLegacy edge — source detail unavailable
Unsupervised Domain Adaptation by Backpropagation→Adapting Visual Category Models to New DomainsLegacy edge — source detail unavailable
Unsupervised Domain Adaptation by Backpropagation→Unsupervised Visual Domain Adaptation Using Subspace AlignmentLegacy edge — source detail unavailable
Unsupervised Domain Adaptation by Backpropagation→Domain Adaptation for Large-Scale Sentiment Classification: A Deep Learning ApproachLegacy edge — source detail unavailable
Transfer Feature Learning with Joint Distribution Adaptation→Adapting Visual Category Models to New DomainsLegacy edge — source detail unavailable
Transfer Feature Learning with Joint Distribution Adaptation→Geodesic flow kernel for unsupervised domain adaptationLegacy edge — source detail unavailable
Transfer Feature Learning with Joint Distribution Adaptation→A Survey on Transfer LearningLegacy edge — source detail unavailable
Unsupervised Visual Domain Adaptation Using Subspace Alignment→Adapting Visual Category Models to New DomainsLegacy edge — source detail unavailable
Unsupervised Visual Domain Adaptation Using Subspace Alignment→Geodesic flow kernel for unsupervised domain adaptationLegacy edge — source detail unavailable
Unsupervised Visual Domain Adaptation Using Subspace Alignment→Domain adaptation with structural correspondence learningLegacy edge — source detail unavailable
Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Ex…→Combining labeled and unlabeled data with co-trainingLegacy edge — source detail unavailable
Frustratingly Easy Domain Adaptation→Domain adaptation with structural correspondence learningLegacy edge — source detail unavailable
Boosting for transfer learning→Correcting Sample Selection Bias by Unlabeled DataLegacy edge — source detail unavailable
A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data→Combining labeled and unlabeled data with co-trainingLegacy edge — source detail unavailable
Geodesic flow kernel for unsupervised domain adaptation→Adapting Visual Category Models to New DomainsLegacy edge — source detail unavailable
Geodesic flow kernel for unsupervised domain adaptation→Correcting Sample Selection Bias by Unlabeled DataLegacy edge — source detail unavailable
Geodesic flow kernel for unsupervised domain adaptation→Frustratingly Easy Domain AdaptationLegacy edge — source detail unavailable
Geodesic flow kernel for unsupervised domain adaptation→Domain adaptation with structural correspondence learningLegacy edge — source detail unavailable
Geodesic flow kernel for unsupervised domain adaptation→Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classifi…Legacy edge — source detail unavailable
Geodesic flow kernel for unsupervised domain adaptation→A Survey on Transfer LearningLegacy edge — source detail unavailable
Domain adaptation with structural correspondence learning→Combining labeled and unlabeled data with co-trainingLegacy edge — source detail unavailable
Domain adaptation with structural correspondence learning→A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled DataLegacy edge — source detail unavailable
Learning Transferable Features with Deep Adaptation Networks→Deep Domain Confusion: Maximizing for Domain InvarianceLegacy edge — source detail unavailable
Learning Transferable Features with Deep Adaptation Networks→Adapting Visual Category Models to New DomainsLegacy edge — source detail unavailable
Learning Transferable Features with Deep Adaptation Networks→Transfer Feature Learning with Joint Distribution AdaptationLegacy edge — source detail unavailable
Learning Transferable Features with Deep Adaptation Networks→Geodesic flow kernel for unsupervised domain adaptationLegacy edge — source detail unavailable
Learning Transferable Features with Deep Adaptation Networks→A Survey on Transfer LearningLegacy edge — source detail unavailable
Learning Transferable Features with Deep Adaptation Networks→Domain Adaptation for Large-Scale Sentiment Classification: A Deep Learning ApproachLegacy edge — source detail unavailable
Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classifi…→A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled DataLegacy edge — source detail unavailable
Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classifi…→Domain adaptation with structural correspondence learningLegacy edge — source detail unavailable
A Survey on Transfer Learning→Combining labeled and unlabeled data with co-trainingLegacy edge — source detail unavailable
A Survey on Transfer Learning→Correcting Sample Selection Bias by Unlabeled DataLegacy edge — source detail unavailable
A Survey on Transfer Learning→Frustratingly Easy Domain AdaptationLegacy edge — source detail unavailable
A Survey on Transfer Learning→Boosting for transfer learningLegacy edge — source detail unavailable
A Survey on Transfer Learning→Domain adaptation with structural correspondence learningLegacy edge — source detail unavailable
A Survey on Transfer Learning→Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classifi…Legacy edge — source detail unavailable
Domain Adaptation for Large-Scale Sentiment Classification: A Deep Learning Approach→Domain adaptation with structural correspondence learningLegacy edge — source detail unavailable
Domain Adaptation for Large-Scale Sentiment Classification: A Deep Learning Approach→Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classifi…Legacy edge — source detail unavailable
A survey of transfer learning→Adapting Visual Category Models to New DomainsLegacy edge — source detail unavailable
A survey of transfer learning→Transfer Feature Learning with Joint Distribution AdaptationLegacy edge — source detail unavailable
A survey of transfer learning→Transfer Learning for Reinforcement Learning Domains: A SurveyLegacy edge — source detail unavailable
A survey of transfer learning→Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Ex…Legacy edge — source detail unavailable
A survey of transfer learning→Correcting Sample Selection Bias by Unlabeled DataLegacy edge — source detail unavailable
A survey of transfer learning→Frustratingly Easy Domain AdaptationLegacy edge — source detail unavailable
A survey of transfer learning→Boosting for transfer learningLegacy edge — source detail unavailable
A survey of transfer learning→A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled DataLegacy edge — source detail unavailable
A survey of transfer learning→Indexing by latent semantic analysisLegacy edge — source detail unavailable
A survey of transfer learning→Geodesic flow kernel for unsupervised domain adaptationLegacy edge — source detail unavailable
A survey of transfer learning→Domain adaptation with structural correspondence learningLegacy edge — source detail unavailable
A survey of transfer learning→A Survey on Transfer LearningLegacy edge — source detail unavailable
A survey of transfer learning→Domain Adaptation for Large-Scale Sentiment Classification: A Deep Learning ApproachLegacy edge — source detail unavailable
Adversarial Discriminative Domain Adaptation→Deep Domain Confusion: Maximizing for Domain InvarianceLegacy edge — source detail unavailable
Adversarial Discriminative Domain Adaptation→Adapting Visual Category Models to New DomainsLegacy edge — source detail unavailable
Adversarial Discriminative Domain Adaptation→Domain-Adversarial Training of Neural NetworksLegacy edge — source detail unavailable
Adversarial Discriminative Domain Adaptation→Unsupervised Domain Adaptation by BackpropagationLegacy edge — source detail unavailable
Adversarial Discriminative Domain Adaptation→Transfer Feature Learning with Joint Distribution AdaptationLegacy edge — source detail unavailable
Adversarial Discriminative Domain Adaptation→Learning Transferable Features with Deep Adaptation NetworksLegacy edge — source detail unavailable
Adversarial Discriminative Domain Adaptation→Return of Frustratingly Easy Domain AdaptationLegacy edge — source detail unavailable
Adversarial Discriminative Domain Adaptation→Deep CORAL: Correlation Alignment for Deep Domain AdaptationLegacy edge — source detail unavailable
Deep visual domain adaptation: A survey→Deep Domain Confusion: Maximizing for Domain InvarianceLegacy edge — source detail unavailable
Deep visual domain adaptation: A survey→Adapting Visual Category Models to New DomainsLegacy edge — source detail unavailable
Deep visual domain adaptation: A survey→Domain-Adversarial Training of Neural NetworksLegacy edge — source detail unavailable
Deep visual domain adaptation: A survey→Unsupervised Domain Adaptation by BackpropagationLegacy edge — source detail unavailable
Deep visual domain adaptation: A survey→Geodesic flow kernel for unsupervised domain adaptationLegacy edge — source detail unavailable
Deep visual domain adaptation: A survey→Learning Transferable Features with Deep Adaptation NetworksLegacy edge — source detail unavailable
Deep visual domain adaptation: A survey→A Survey on Transfer LearningLegacy edge — source detail unavailable
Deep visual domain adaptation: A survey→Domain Adaptation for Large-Scale Sentiment Classification: A Deep Learning ApproachLegacy edge — source detail unavailable
Deep visual domain adaptation: A survey→Adversarial Discriminative Domain AdaptationLegacy edge — source detail unavailable
Deep visual domain adaptation: A survey→Return of Frustratingly Easy Domain AdaptationLegacy edge — source detail unavailable
Deep visual domain adaptation: A survey→Deep CORAL: Correlation Alignment for Deep Domain AdaptationLegacy edge — source detail unavailable
A Survey on Deep Transfer Learning→Deep Domain Confusion: Maximizing for Domain InvarianceLegacy edge — source detail unavailable
A Survey on Deep Transfer Learning→Boosting for transfer learningLegacy edge — source detail unavailable
A Survey on Deep Transfer Learning→A Survey on Transfer LearningLegacy edge — source detail unavailable
A Survey on Deep Transfer Learning→A survey of transfer learningLegacy edge — source detail unavailable
A Survey on Deep Transfer Learning→Adversarial Discriminative Domain AdaptationLegacy edge — source detail unavailable
Return of Frustratingly Easy Domain Adaptation→Deep Domain Confusion: Maximizing for Domain InvarianceLegacy edge — source detail unavailable
Return of Frustratingly Easy Domain Adaptation→Adapting Visual Category Models to New DomainsLegacy edge — source detail unavailable
Return of Frustratingly Easy Domain Adaptation→Unsupervised Domain Adaptation by BackpropagationLegacy edge — source detail unavailable
Return of Frustratingly Easy Domain Adaptation→Unsupervised Visual Domain Adaptation Using Subspace AlignmentLegacy edge — source detail unavailable
Return of Frustratingly Easy Domain Adaptation→Correcting Sample Selection Bias by Unlabeled DataLegacy edge — source detail unavailable
Return of Frustratingly Easy Domain Adaptation→Frustratingly Easy Domain AdaptationLegacy edge — source detail unavailable
Return of Frustratingly Easy Domain Adaptation→Geodesic flow kernel for unsupervised domain adaptationLegacy edge — source detail unavailable
Return of Frustratingly Easy Domain Adaptation→Domain adaptation with structural correspondence learningLegacy edge — source detail unavailable
Return of Frustratingly Easy Domain Adaptation→Learning Transferable Features with Deep Adaptation NetworksLegacy edge — source detail unavailable
Return of Frustratingly Easy Domain Adaptation→Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classifi…Legacy edge — source detail unavailable
Deep CORAL: Correlation Alignment for Deep Domain Adaptation→Deep Domain Confusion: Maximizing for Domain InvarianceLegacy edge — source detail unavailable
Deep CORAL: Correlation Alignment for Deep Domain Adaptation→Adapting Visual Category Models to New DomainsLegacy edge — source detail unavailable
Deep CORAL: Correlation Alignment for Deep Domain Adaptation→Unsupervised Visual Domain Adaptation Using Subspace AlignmentLegacy edge — source detail unavailable
Deep CORAL: Correlation Alignment for Deep Domain Adaptation→Correcting Sample Selection Bias by Unlabeled DataLegacy edge — source detail unavailable
Deep CORAL: Correlation Alignment for Deep Domain Adaptation→Geodesic flow kernel for unsupervised domain adaptationLegacy edge — source detail unavailable
Deep CORAL: Correlation Alignment for Deep Domain Adaptation→Return of Frustratingly Easy Domain AdaptationLegacy edge — source detail unavailable

What this paper cites, inside the corpus

Paper	Year	Cited
A Survey on Transfer Learning	2009	23,670
Indexing by latent semantic analysis	1990	12,850
Nonlinear Component Analysis as a Kernel Eigenvalue Problem	1998	8,138
Domain-Adversarial Training of Neural Networks	2017	7,702
A survey of transfer learning	2016	6,290
Combining labeled and unlabeled data with co-training	1998	5,631
Adversarial Discriminative Domain Adaptation	2017	5,087
Deep CORAL: Correlation Alignment for Deep Domain Adaptation	2016	3,286
Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Ex…	2006	3,266
A Survey on Deep Transfer Learning	2018	2,907
Adapting Visual Category Models to New Domains	2010	2,873
Learning Transferable Features with Deep Adaptation Networks	2015	2,839
Unsupervised Domain Adaptation by Backpropagation	2014	2,608
Deep Domain Confusion: Maximizing for Domain Invariance	2014	2,354
Deep visual domain adaptation: A survey	2018	2,232
Geodesic flow kernel for unsupervised domain adaptation	2012	2,219
Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Ex…	2006	2,132
Probabilistic Latent Semantic Analysis	2013	2,093
Transfer Feature Learning with Joint Distribution Adaptation	2013	2,033
Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classifi…	2007	2,031
Return of Frustratingly Easy Domain Adaptation	2016	1,910
Boosting for transfer learning	2007	1,748
Correcting Sample Selection Bias by Unlabeled Data	2007	1,566
Domain adaptation with structural correspondence learning	2006	1,565
Transfer Learning for Reinforcement Learning Domains: A Survey	2009	1,564
Domain Adaptation for Large-Scale Sentiment Classification: A Deep Learning Approach	2011	1,562
Conditional Adversarial Domain Adaptation	2017	1,429
Unsupervised Visual Domain Adaptation Using Subspace Alignment	2013	1,400
Frustratingly Easy Domain Adaptation	2009	1,396
A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data	2005	1,370

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Topics

Domain Adaptation and Few-Shot Learning	Computer Science
Machine Learning and ELM	Computer Science
Multimodal Machine Learning Applications	Computer Science

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