Transductive Inference for Text Classification using Support Vector Machines
ICML '99 Proceedings of the Sixteenth International Conference on Machine Learning
Neighbor search with global geometry: a minimax message passing algorithm
Proceedings of the 24th international conference on Machine learning
Robust self-tuning semi-supervised learning
Neurocomputing
Label Propagation through Linear Neighborhoods
IEEE Transactions on Knowledge and Data Engineering
MM '08 Proceedings of the 16th ACM international conference on Multimedia
A Modeling Approach Using Multiple Graphs for Semi-Supervised Learning
DS '08 Proceedings of the 11th International Conference on Discovery Science
AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Semi-supervised kernel density estimation for video annotation
Computer Vision and Image Understanding
Graph-Based Pairwise Learning to Rank for Video Search
MMM '09 Proceedings of the 15th International Multimedia Modeling Conference on Advances in Multimedia Modeling
Fixed-Coefficient Iterative Bilateral Filters for Graph-Based Image Processing
PSIVT '09 Proceedings of the 3rd Pacific Rim Symposium on Advances in Image and Video Technology
Graffiti: node labeling in heterogeneous networks
Proceedings of the 18th international conference on World wide web
Robust Graph Hyperparameter Learning for Graph Based Semi-supervised Classification
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Semi-supervised learning of user-preferred travel schedules
Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 2
Transductive Classification via Dual Regularization
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Improving learning in networked data by combining explicit and mined links
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Semi-supervised classification using local and global regularization
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Inferring semantic concepts from community-contributed images and noisy tags
MM '09 Proceedings of the 17th ACM international conference on Multimedia
A volume-based heat-diffusion classifier
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Semi-supervised bilinear subspace learning
IEEE Transactions on Image Processing
A speed-up algorithm for Poisson propagation
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Personalized online video recommendation by neighborhood score propagation based global ranking
Proceedings of the First International Conference on Internet Multimedia Computing and Service
A multilevel approach for learning from labeled and unlabeled data on graphs
Pattern Recognition
Kernel-based linear neighborhood propagation for semantic video annotation
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Semi-supervised graph-ranking for text retrieval
AIRS'08 Proceedings of the 4th Asia information retrieval conference on Information retrieval technology
A framework for modeling positive class expansion with single snapshot
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
A graph-based semi-supervised learning for question semantic labeling
SS '10 Proceedings of the NAACL HLT 2010 Workshop on Semantic Search
How about utilizing ordinal information from the distribution of unlabeled data
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Efficient large-scale image annotation by probabilistic collaborative multi-label propagation
Proceedings of the international conference on Multimedia
Semisupervised kernel matrix learning by kernel propagation
IEEE Transactions on Neural Networks
Image categorization using directed graphs
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Incremental Linear Discriminant Analysis Using Sufficient Spanning Sets and Its Applications
International Journal of Computer Vision
Enhancing multi-lingual information extraction via cross-media inference and fusion
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Towards multi-semantic image annotation with graph regularized exclusive group lasso
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Semi-Supervised Learning with Measure Propagation
The Journal of Machine Learning Research
Mining slang and urban opinion words and phrases from cQA services: an optimization approach
Proceedings of the fifth ACM international conference on Web search and data mining
Protein-Protein interactions classification from text via local learning with class priors
NLDB'09 Proceedings of the 14th international conference on Applications of Natural Language to Information Systems
Improving search via personalized query expansion using social media
Information Retrieval
Keyword-propagation-based information enriching and noise removal for web news videos
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
A regularization framework in polar coordinates for transductive learning in networked data
Information Sciences: an International Journal
Automatic image annotation using tag-related random search over visual neighbors
Proceedings of the 21st ACM international conference on Information and knowledge management
Adjacency matrix construction using sparse coding for label propagation
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Local image tagging via graph regularized joint group sparsity
Pattern Recognition
Exploring hypergraph-based semi-supervised ranking for query-oriented summarization
Information Sciences: an International Journal
MLRank: Multi-correlation Learning to Rank for image annotation
Pattern Recognition
Computer Vision and Image Understanding
Active learning from relative queries
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Large-scale multilabel propagation based on efficient sparse graph construction
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Local learning integrating global structure for large scale semi-supervised classification
Computers & Mathematics with Applications
CAD/Graphics 2013: Interactive shape co-segmentation via label propagation
Computers and Graphics
Semi-supervised learning on closed set lattices
Intelligent Data Analysis
| Hi-index | 0.00 |
A novel semi-supervised learning approach is proposed based on a linear neighborhood model, which assumes that each data point can be linearly reconstructed from its neighborhood. Our algorithm, named Linear Neighborhood Propagation (LNP), can propagate the labels from the labeled points to the whole dataset using these linear neighborhoods with sufficient smoothness. We also derive an easy way to extend LNP to out-of-sample data. Promising experimental results are presented for synthetic data, digit and text classification tasks.