Automatic text processing: the transformation, analysis, and retrieval of information by computer
Automatic text processing: the transformation, analysis, and retrieval of information by computer
Authoritative sources in a hyperlinked environment
Proceedings of the ninth annual ACM-SIAM symposium on Discrete algorithms
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
Clustering with Instance-level Constraints
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Spectral clustering for German verbs
EMNLP '02 Proceedings of the ACL-02 conference on Empirical methods in natural language processing - Volume 10
A probabilistic framework for semi-supervised clustering
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Semi-supervised graph clustering: a kernel approach
ICML '05 Proceedings of the 22nd international conference on Machine learning
Robotics and Autonomous Systems
Face recognition using spectral features
Pattern Recognition
Fast SDP Relaxations of Graph Cut Clustering, Transduction, and Other Combinatorial Problems
The Journal of Machine Learning Research
Learning Spectral Clustering, With Application To Speech Separation
The Journal of Machine Learning Research
BoostCluster: boosting clustering by pairwise constraints
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Topic structure mining using temporal co-occurrence
Proceedings of the 2nd international conference on Ubiquitous information management and communication
Spectral clustering with inconsistent advice
Proceedings of the 25th international conference on Machine learning
Pairwise constraint propagation by semidefinite programming for semi-supervised classification
Proceedings of the 25th international conference on Machine learning
Spectral domain-transfer learning
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Non-negative matrix factorization for semi-supervised data clustering
Knowledge and Information Systems
Semi-supervised graph clustering: a kernel approach
Machine Learning
IEICE - Transactions on Information and Systems
Audio-visual human recognition using semi-supervised spectral learning and hidden Markov models
Journal of Visual Languages and Computing
Maximum margin transfer learning
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Knowledge transfer on hybrid graph
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Mine the easy, classify the hard: a semi-supervised approach to automatic sentiment classification
ACL '09 Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 2 - Volume 2
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2 - Volume 2
Multilingual spectral clustering using document similarity propagation
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2 - Volume 2
A regularized formulation for spectral clustering with pairwise constraints
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Constrained Laplacian Eigenmap for dimensionality reduction
Neurocomputing
Fighting webspam: detecting spam on the graph via content and link features
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Enhanced spectral embedding with semi-supervised feature selection
ICNC'09 Proceedings of the 5th international conference on Natural computation
CTSC: core-tag oriented spectral clustering algorithm on web2.0 tags
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Towards subjectifying text clustering
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Flexible constrained spectral clustering
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Accelerating spectral clustering with partial supervision
Data Mining and Knowledge Discovery
A spectral approach to clustering numerical vectors as nodes in a network
Pattern Recognition
Learning shape segmentation using constrained spectral clustering and probabilistic label transfer
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Constrained spectral clustering via exhaustive and efficient constraint propagation
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Semisupervised kernel matrix learning by kernel propagation
IEEE Transactions on Neural Networks
Active deep networks for semi-supervised sentiment classification
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Which clustering do you want? inducing your ideal clustering with minimal feedback
Journal of Artificial Intelligence Research
Learning low-rank kernel matrices for constrained clustering
Neurocomputing
Self-adjust local connectivity analysis for spectral clustering
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Cholesky decomposition rectification for non-negative matrix factorization
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
Topic graph based non-negative matrix factorization for transfer learning
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
An improved spectral clustering algorithm based on random walk
Frontiers of Computer Science in China
Spectral clustering: A semi-supervised approach
Neurocomputing
Multi-modal constraint propagation for heterogeneous image clustering
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Improving constrained clustering with active query selection
Pattern Recognition
Spectral clustering with discriminant cuts
Knowledge-Based Systems
Spectral kernels for classification
DaWaK'05 Proceedings of the 7th international conference on Data Warehousing and Knowledge Discovery
Active constrained clustering by examining spectral eigenvectors
DS'05 Proceedings of the 8th international conference on Discovery Science
Topic structure mining for document sets using graph-based analysis
DEXA'06 Proceedings of the 17th international conference on Database and Expert Systems Applications
Topic structure mining using pagerank without hyperlinks
ICADL'06 Proceedings of the 9th international conference on Asian Digital Libraries: achievements, Challenges and Opportunities
Image clustering via sparse representation
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Concepts and architectures for next-generation information search engines
International Journal of Information Management: The Journal for Information Professionals
Fast semi-supervised clustering with enhanced spectral embedding
Pattern Recognition
Semi-supervised clustering with discriminative random fields
Pattern Recognition
Active co-analysis of a set of shapes
ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012
On the complexity of finding an unknown cut via vertex queries
COCOON'07 Proceedings of the 13th annual international conference on Computing and Combinatorics
Modalities consensus for multi-modal constraint propagation
Proceedings of the 20th ACM international conference on Multimedia
Learning spectral embedding via iterative eigenvalue thresholding
Proceedings of the 21st ACM international conference on Information and knowledge management
Constrained clustering with local constraint propagation
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Influence of erroneous pairwise constraints in semi-supervised clustering
AMT'12 Proceedings of the 8th international conference on Active Media Technology
Transforming graph data for statistical relational learning
Journal of Artificial Intelligence Research
Semi-supervised learning with nuclear norm regularization
Pattern Recognition
Constrained spectral embedding for K-way data clustering
Pattern Recognition Letters
Pattern Recognition Letters
Combining co-clustering with noise detection for theme-based summarization
ACM Transactions on Speech and Language Processing (TSLP)
Semi-supervised clustering via multi-level random walk
Pattern Recognition
On constrained spectral clustering and its applications
Data Mining and Knowledge Discovery
Constrained instance clustering in multi-instance multi-label learning
Pattern Recognition Letters
Rectifying the representation learned by Non-negative Matrix Factorization
International Journal of Knowledge-based and Intelligent Engineering Systems
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We present a simple, easily implemented spectral learning algorithm which applies equally whether we have no supervisory information, pairwise link constraints, or labeled examples. In the unsupervised case, it performs consistently with other spectral clustering algorithms. In the supervised case, our approach achieves high accuracy on the categorization of thousands of documents given only a few dozen labeled training documents for the 20 Newsgroups data set. Furthermore, its classification accuracy increases with the addition of unlabeled documents, demonstrating effective use of unlabeled data. By using normalized affinity matrices which are both symmetric and stochastic, we also obtain both a probabilistic interpretation of our method and certain guarantees of performance.