WebACE: a Web agent for document categorization and exploration
AGENTS '98 Proceedings of the second international conference on Autonomous agents
Proceedings of the ninth international conference on Information and knowledge management
Concept decompositions for large sparse text data using clustering
Machine Learning
Co-clustering documents and words using bipartite spectral graph partitioning
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Bipartite graph partitioning and data clustering
Proceedings of the tenth international conference on Information and knowledge management
Principal Direction Divisive Partitioning
Data Mining and Knowledge Discovery
Unsupervised Learning: Self-aggregation in Scaled Principal Component Space
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
Document clustering based on non-negative matrix factorization
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Document clustering via adaptive subspace iteration
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
K-means clustering via principal component analysis
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Non-negative Matrix Factorization with Sparseness Constraints
The Journal of Machine Learning Research
A general model for clustering binary data
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Co-clustering by block value decomposition
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
An integrated framework on mining logs files for computing system management
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Towards informatic analysis of syslogs
CLUSTER '04 Proceedings of the 2004 IEEE International Conference on Cluster Computing
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Probabilistic latent semantic analysis
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Generalizing discriminant analysis using the generalized singular value decomposition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Adaptive dimension reduction using discriminant analysis and K-means clustering
Proceedings of the 24th international conference on Machine learning
A novel orthogonal NMF-based belief compression for POMDPs
Proceedings of the 24th international conference on Machine learning
Relational clustering by symmetric convex coding
Proceedings of the 24th international conference on Machine learning
Regularized clustering for documents
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
SVD based initialization: A head start for nonnegative matrix factorization
Pattern Recognition
CRD: fast co-clustering on large datasets utilizing sampling-based matrix decomposition
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Gene tree labeling using nonnegative matrix factorization on biomedical literature
Computational Intelligence and Neuroscience - Advances in Nonnegative Matrix and Tensor Factorization
Knowledge transformation from word space to document space
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Multi-document summarization via sentence-level semantic analysis and symmetric matrix factorization
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Author-topic evolution analysis using three-way non-negative Paratucker
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Posterior probabilistic clustering using NMF
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Efficient computation of personal aggregate queries on blogs
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Community evolution in dynamic multi-mode networks
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Data Clustering with Semi-binary Nonnegative Matrix Factorization
ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing
Clustering based on matrix approximation: a unifying view
Knowledge and Information Systems
Integrating clustering and multi-document summarization to improve document understanding
Proceedings of the 17th ACM conference on Information and knowledge management
Computational Intelligence and Neuroscience - Advances in Nonnegative Matrix and Tensor Factorization
Non-negative matrix factorization for semi-supervised data clustering
Knowledge and Information Systems
Orthogonal Nonnegative Matrix Factorization: Multiplicative Updates on Stiefel Manifolds
IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning
Collaborative filtering using orthogonal nonnegative matrix tri-factorization
Information Processing and Management: an International Journal
Transfer learning for collaborative filtering via a rating-matrix generative model
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Proceedings of the eleventh international joint conference on Measurement and modeling of computer systems
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Semi-supervised orthogonal discriminant analysis via label propagation
Pattern Recognition
Knowledge transformation for cross-domain sentiment classification
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
A Multiple Expert Approach to the Class Imbalance Problem Using Inverse Random under Sampling
MCS '09 Proceedings of the 8th International Workshop on Multiple Classifier Systems
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Semi-supervised Document Clustering with Simultaneous Text Representation and Categorization
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Transductive Classification via Dual Regularization
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Music clustering with features from different information sources
IEEE Transactions on Multimedia - Special section on communities and media computing
Dual fuzzy-possibilistic coclustering for categorization of documents
IEEE Transactions on Fuzzy Systems
Local learning regularized nonnegative matrix factorization
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Can movies and books collaborate?: cross-domain collaborative filtering for sparsity reduction
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Multi-document summarization using sentence-based topic models
ACLShort '09 Proceedings of the ACL-IJCNLP 2009 Conference Short Papers
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 1 - Volume 1
Projective Nonnegative Matrix Factorization with α -Divergence
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
On Compressibility and Acceleration of Orthogonal NMF for POMDP Compression
ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
Weighted Nonnegative Matrix Co-Tri-Factorization for Collaborative Prediction
ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
Improving POMDP tractability via belief compression and clustering
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
IEEE Transactions on Audio, Speech, and Language Processing
Distributed nonnegative matrix factorization for web-scale dyadic data analysis on mapreduce
Proceedings of the 19th international conference on World wide web
Nonnegative Matrix Factorization on Orthogonal Subspace
Pattern Recognition Letters
Information Processing and Management: an International Journal
Linear and nonlinear projective nonnegative matrix factorization
IEEE Transactions on Neural Networks
HCC: a hierarchical co-clustering algorithm
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Efficient object detection using orthogonal NMF descriptor hierarchies
Proceedings of the 32nd DAGM conference on Pattern recognition
PAC-Bayesian Analysis of Co-clustering and Beyond
The Journal of Machine Learning Research
Hierarchical visual event pattern mining and its applications
Data Mining and Knowledge Discovery
Community discovery using nonnegative matrix factorization
Data Mining and Knowledge Discovery
Integrating Document Clustering and Multidocument Summarization
ACM Transactions on Knowledge Discovery from Data (TKDD)
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Cross-lingual sentiment classification via bi-view non-negative matrix tri-factorization
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Anechoic Blind Source Separation Using Wigner Marginals
The Journal of Machine Learning Research
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
Multi-task clustering via domain adaptation
Pattern Recognition
Co-clustering with augmented data matrix
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
Kernels for link prediction with latent feature models
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
Proceedings of the 20th ACM international conference on Information and knowledge management
Robust nonnegative matrix factorization using L21-norm
Proceedings of the 20th ACM international conference on Information and knowledge management
Quadratic nonnegative matrix factorization
Pattern Recognition
Graph dual regularization non-negative matrix factorization for co-clustering
Pattern Recognition
Orthogonal nonnegative matrix tri-factorization for semi-supervised document co-clustering
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Fast orthogonal nonnegative matrix tri-factorization for simultaneous clustering
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Co-clustering for binary data with maximum modularity
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Co-clustering under nonnegative matrix tri-factorization
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Place semantics into context: service community discovery from the WSDL corpus
ICSOC'11 Proceedings of the 9th international conference on Service-Oriented Computing
CICLing'12 Proceedings of the 13th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part II
RECOMB'12 Proceedings of the 16th Annual international conference on Research in Computational Molecular Biology
On trivial solution and scale transfer problems in graph regularized NMF
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Cluster indicator decomposition for efficient matrix factorization
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Fast nonnegative matrix tri-factorization for large-scale data co-clustering
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
A sparsity-inducing formulation for evolutionary co-clustering
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Overlapping community detection via bounded nonnegative matrix tri-factorization
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Nonnegative matrix factorizations performing object detection and localization
Applied Computational Intelligence and Soft Computing
Constrained co-clustering with non-negative matrix factorisation
International Journal of Business Intelligence and Data Mining
A fast tri-factorization method for low-rank matrix recovery and completion
Pattern Recognition
TALMUD: transfer learning for multiple domains
Proceedings of the 21st ACM international conference on Information and knowledge management
Relational co-clustering via manifold ensemble learning
Proceedings of the 21st ACM international conference on Information and knowledge management
Sparse functional representation for large-scale service clustering
ICSOC'12 Proceedings of the 10th international conference on Service-Oriented Computing
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part I
Regularized nonnegative shared subspace learning
Data Mining and Knowledge Discovery
Document summarisation on mobile devices using non-negative matrix factorisation
International Journal of Computer Applications in Technology
Fuzzy semi-supervised co-clustering for text documents
Fuzzy Sets and Systems
Triplex transfer learning: exploiting both shared and distinct concepts for text classification
Proceedings of the sixth ACM international conference on Web search and data mining
Semi-supervised clustering via constrained symmetric non-negative matrix factorization
BI'12 Proceedings of the 2012 international conference on Brain Informatics
Nonnegative matrix factorization on orthogonal subspace with smoothed l0 norm constrained
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Transfer learning in heterogeneous collaborative filtering domains
Artificial Intelligence
Flexible and robust co-regularized multi-domain graph clustering
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Collective matrix factorization for co-clustering
Proceedings of the 22nd international conference on World Wide Web companion
Unsupervised sentiment analysis with emotional signals
Proceedings of the 22nd international conference on World Wide Web
Predicting positive and negative links in signed social networks by transfer learning
Proceedings of the 22nd international conference on World Wide Web
Variational Bayes co-clustering with auxiliary information
Proceedings of the 4th MultiClust Workshop on Multiple Clusterings, Multi-view Data, and Multi-source Knowledge-driven Clustering
Sparse and unique nonnegative matrix factorization through data preprocessing
The Journal of Machine Learning Research
Discovering latent blockmodels in sparse and noisy graphs using non-negative matrix factorisation
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Proceedings of the 7th ACM conference on Recommender systems
Co-clustering with augmented matrix
Applied Intelligence
Non-negative and sparse spectral clustering
Pattern Recognition
Mining order-preserving submatrices from probabilistic matrices
ACM Transactions on Database Systems (TODS)
Domain adaptation with topical correspondence learning
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Listening to the crowd: automated analysis of events via aggregated twitter sentiment
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Discriminative Orthogonal Nonnegative matrix factorization with flexibility for data representation
Expert Systems with Applications: An International Journal
A convergent algorithm for orthogonal nonnegative matrix factorization
Journal of Computational and Applied Mathematics
Expert Systems with Applications: An International Journal
Comment-based multi-view clustering of web 2.0 items
Proceedings of the 23rd international conference on World wide web
Journal of Global Optimization
QoS-aware service selection via collaborative QoS evaluation
World Wide Web
Rectifying the representation learned by Non-negative Matrix Factorization
International Journal of Knowledge-based and Intelligent Engineering Systems
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Currently, most research on nonnegative matrix factorization (NMF)focus on 2-factor $X=FG^T$ factorization. We provide a systematicanalysis of 3-factor $X=FSG^T$ NMF. While it unconstrained 3-factor NMF is equivalent to it unconstrained 2-factor NMF, itconstrained 3-factor NMF brings new features to it constrained 2-factor NMF. We study the orthogonality constraint because it leadsto rigorous clustering interpretation. We provide new rules for updating $F,S, G$ and prove the convergenceof these algorithms. Experiments on 5 datasets and a real world casestudy are performed to show the capability of bi-orthogonal 3-factorNMF on simultaneously clustering rows and columns of the input datamatrix. We provide a new approach of evaluating the quality ofclustering on words using class aggregate distribution andmulti-peak distribution. We also provide an overview of various NMF extensions andexamine their relationships.