Semi-Supervised Learning Literature Survey

Xiaojin Zhu

Semi-Supervised Learning Literature Survey

2005 · Minds at UW (University of Wisconsin) · 3,879 citations · 11 from inside this corpus

The source holds an abstract for this work, but its best open-access copy is under no open licence, which does not permit us to republish the text. Read it at the source below.

24 of 24 neighbouring works in this corpus. Blue is what this paper cites; orange is what cites it, and a dashed line is one neighbour citing another. Only the largest labels are drawn — every node carries its full title on hover.

this paper works it cites works citing it node size = global citations · hover for the full title

Citation edge evidence

Each row is directed from the citing work to the cited work. Source status remains readable without the interactive graph.

A Survey on Transfer Learning→Semi-Supervised Learning Literature SurveyLegacy edge — source detail unavailable
Learning from Imbalanced Data→Semi-Supervised Learning Literature SurveyLegacy edge — source detail unavailable
Active Learning Literature Survey→Semi-Supervised Learning Literature SurveyLegacy edge — source detail unavailable
A survey on semi-supervised learning→Semi-Supervised Learning Literature SurveyLegacy edge — source detail unavailable
Federated Learning in Mobile Edge Networks: A Comprehensive Survey→Semi-Supervised Learning Literature SurveyLegacy edge — source detail unavailable
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence→Semi-Supervised Learning Literature SurveyLegacy edge — source detail unavailable
Ensemble deep learning: A review→Semi-Supervised Learning Literature SurveyLegacy edge — source detail unavailable
A brief introduction to weakly supervised learning→Semi-Supervised Learning Literature SurveyLegacy edge — source detail unavailable
Introduction to Semi-Supervised Learning→Semi-Supervised Learning Literature SurveyLegacy edge — source detail unavailable
Unsupervised Domain Adaptation for Semantic Segmentation via Class-Balanced Self-training→Semi-Supervised Learning Literature SurveyLegacy edge — source detail unavailable
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in\n Semantic Segmentation→Semi-Supervised Learning Literature SurveyLegacy edge — source detail unavailable
Semi-Supervised Learning Literature Survey→Latent dirichlet allocationLegacy edge — source detail unavailable
Semi-Supervised Learning Literature Survey→Statistical Learning TheoryLegacy edge — source detail unavailable
Semi-Supervised Learning Literature Survey→A tutorial on hidden Markov models and selected applications in speech recognitionLegacy edge — source detail unavailable
Semi-Supervised Learning Literature Survey→Combining labeled and unlabeled data with co-trainingLegacy edge — source detail unavailable
Semi-Supervised Learning Literature Survey→Semi-Supervised LearningLegacy edge — source detail unavailable
Semi-Supervised Learning Literature Survey→Learning with Local and Global ConsistencyLegacy edge — source detail unavailable
Semi-Supervised Learning Literature Survey→A sentimental educationLegacy edge — source detail unavailable
Semi-Supervised Learning Literature Survey→A comparison of event models for naive bayes text classificationLegacy edge — source detail unavailable
Semi-Supervised Learning Literature Survey→Text Classification from Labeled and Unlabeled Documents using EMLegacy edge — source detail unavailable
Semi-Supervised Learning Literature Survey→Transductive Inference for Text Classification using Support Vector MachinesLegacy edge — source detail unavailable
Semi-Supervised Learning Literature Survey→Unsupervised word sense disambiguation rivaling supervised methodsLegacy edge — source detail unavailable
Semi-Supervised Learning Literature Survey→Probabilistic Latent Semantic AnalysisLegacy edge — source detail unavailable
Semi-Supervised Learning Literature Survey→A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled DataLegacy edge — source detail unavailable
Semi-Supervised Learning→A comparison of event models for naive bayes text classificationLegacy edge — source detail unavailable
Semi-Supervised Learning→Combining labeled and unlabeled data with co-trainingLegacy edge — source detail unavailable
Semi-Supervised Learning→Text Classification from Labeled and Unlabeled Documents using EMLegacy edge — source detail unavailable
Semi-Supervised Learning→Unsupervised word sense disambiguation rivaling supervised methodsLegacy edge — source detail unavailable
Semi-Supervised Learning→Transductive Inference for Text Classification using Support Vector MachinesLegacy edge — source detail unavailable
Semi-Supervised Learning→Statistical Learning TheoryLegacy edge — source detail unavailable
Semi-Supervised Learning→Learning with Local and Global ConsistencyLegacy edge — source detail unavailable
Latent dirichlet allocation→Text Classification from Labeled and Unlabeled Documents using EMLegacy edge — source detail unavailable
Introduction to Semi-Supervised Learning→Semi-Supervised LearningLegacy edge — source detail unavailable
Introduction to Semi-Supervised Learning→A comparison of event models for naive bayes text classificationLegacy edge — source detail unavailable
Introduction to Semi-Supervised Learning→Combining labeled and unlabeled data with co-trainingLegacy edge — source detail unavailable
Introduction to Semi-Supervised Learning→Text Classification from Labeled and Unlabeled Documents using EMLegacy edge — source detail unavailable
Introduction to Semi-Supervised Learning→Unsupervised word sense disambiguation rivaling supervised methodsLegacy edge — source detail unavailable
Introduction to Semi-Supervised Learning→Transductive Inference for Text Classification using Support Vector MachinesLegacy edge — source detail unavailable
Introduction to Semi-Supervised Learning→A sentimental educationLegacy edge — source detail unavailable
Introduction to Semi-Supervised Learning→A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled DataLegacy edge — source detail unavailable
Introduction to Semi-Supervised Learning→Statistical Learning TheoryLegacy edge — source detail unavailable
Introduction to Semi-Supervised Learning→Learning with Local and Global ConsistencyLegacy edge — source detail unavailable
Combining labeled and unlabeled data with co-training→Unsupervised word sense disambiguation rivaling supervised methodsLegacy edge — source detail unavailable
Text Classification from Labeled and Unlabeled Documents using EM→A comparison of event models for naive bayes text classificationLegacy edge — source detail unavailable
Text Classification from Labeled and Unlabeled Documents using EM→Combining labeled and unlabeled data with co-trainingLegacy edge — source detail unavailable
Learning from Imbalanced Data→Combining labeled and unlabeled data with co-trainingLegacy 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
A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data→Text Classification from Labeled and Unlabeled Documents using EMLegacy edge — source detail unavailable
A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data→Unsupervised word sense disambiguation rivaling supervised methodsLegacy edge — source detail unavailable
A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data→Transductive Inference for Text Classification using Support Vector MachinesLegacy edge — source detail unavailable
A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data→Statistical Learning TheoryLegacy edge — source detail unavailable
A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data→Learning with Local and Global ConsistencyLegacy edge — source detail unavailable
Learning with Local and Global Consistency→Statistical Learning TheoryLegacy 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→Text Classification from Labeled and Unlabeled Documents using EMLegacy edge — source detail unavailable
A Survey on Transfer Learning→Transductive Inference for Text Classification using Support Vector MachinesLegacy edge — source detail unavailable
A Survey on Transfer Learning→Statistical Learning TheoryLegacy edge — source detail unavailable
A brief introduction to weakly supervised learning→Semi-Supervised LearningLegacy edge — source detail unavailable
A brief introduction to weakly supervised learning→Text Classification from Labeled and Unlabeled Documents using EMLegacy edge — source detail unavailable
Unsupervised Domain Adaptation for Semantic Segmentation via Class-Balanced Self-training→Unsupervised word sense disambiguation rivaling supervised methodsLegacy edge — source detail unavailable
Active Learning Literature Survey→Combining labeled and unlabeled data with co-trainingLegacy edge — source detail unavailable
Active Learning Literature Survey→Unsupervised word sense disambiguation rivaling supervised methodsLegacy edge — source detail unavailable
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in\n Semantic Segmentation→Unsupervised Domain Adaptation for Semantic Segmentation via Class-Balanced Self-trainingLegacy edge — source detail unavailable
A survey on semi-supervised learning→Semi-Supervised LearningLegacy edge — source detail unavailable
A survey on semi-supervised learning→Introduction to Semi-Supervised LearningLegacy edge — source detail unavailable
A survey on semi-supervised learning→Combining labeled and unlabeled data with co-trainingLegacy edge — source detail unavailable
A survey on semi-supervised learning→Text Classification from Labeled and Unlabeled Documents using EMLegacy edge — source detail unavailable
A survey on semi-supervised learning→Unsupervised word sense disambiguation rivaling supervised methodsLegacy edge — source detail unavailable
A survey on semi-supervised learning→Transductive Inference for Text Classification using Support Vector MachinesLegacy edge — source detail unavailable
A survey on semi-supervised learning→A sentimental educationLegacy edge — source detail unavailable
A survey on semi-supervised learning→Statistical Learning TheoryLegacy edge — source detail unavailable
A survey on semi-supervised learning→Learning with Local and Global ConsistencyLegacy edge — source detail unavailable
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence→Semi-Supervised LearningLegacy edge — source detail unavailable
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence→Introduction to Semi-Supervised LearningLegacy edge — source detail unavailable
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence→Unsupervised Domain Adaptation for Semantic Segmentation via Class-Balanced Self-trainingLegacy edge — source detail unavailable
Federated Learning in Mobile Edge Networks: A Comprehensive Survey→A Survey on Transfer LearningLegacy edge — source detail unavailable

What this paper cites, inside the corpus

Paper	Year	Cited
Latent dirichlet allocation	2003	27,078
Statistical Learning Theory	1999	26,957
A tutorial on hidden Markov models and selected applications in speech recognition	1989	22,910
Combining labeled and unlabeled data with co-training	1998	5,631
Semi-Supervised Learning	2006	4,334
Learning with Local and Global Consistency	2003	3,740
A sentimental education	2004	3,353
A comparison of event models for naive bayes text classification	1998	3,225
Text Classification from Labeled and Unlabeled Documents using EM	2000	2,753
Transductive Inference for Text Classification using Support Vector Machines	1999	2,721
Unsupervised word sense disambiguation rivaling supervised methods	1995	2,436
Probabilistic Latent Semantic Analysis	2013	2,093
A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data	2005	1,370

What cites it, inside the corpus

Paper	Year	Cited
A Survey on Transfer Learning	2009	23,670
Learning from Imbalanced Data	2009	10,209
Active Learning Literature Survey	2009	4,788
A survey on semi-supervised learning	2019	2,636
Federated Learning in Mobile Edge Networks: A Comprehensive Survey	2020	2,538
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence	2020	2,271
Ensemble deep learning: A review	2022	2,136
A brief introduction to weakly supervised learning	2017	1,911
Introduction to Semi-Supervised Learning	2009	1,812
Unsupervised Domain Adaptation for Semantic Segmentation via Class-Balanced Self-training	2018	1,499
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in\n Semantic Segmentation	2018	1,444

Links

Download BibTeX · Download RIS · Open access copy · OpenAlex record

Topics

Text and Document Classification Technologies	Computer Science
Face and Expression Recognition	Computer Science
Machine Learning and Data Classification	Computer Science

Is this record sound?

complete

Nothing in this record contradicts itself and no field we check is missing.

supports1 author record(s) attached.
supports157 reference(s) recorded.
neutralThe DOI carries no year to check against.
supportsA title is present.

Provenance

Everything above was read from one stored OpenAlex payload, fetched 2026-09-04T03:58:46+00:00.

sha256 bba2969b3567609a…