An Introduction to Variational Methods for Graphical Models
Machine Learning
Variational Extensions to EM and Multinomial PCA
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
The Journal of Machine Learning Research
The author-topic model for authors and documents
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
A Bayesian Hierarchical Model for Learning Natural Scene Categories
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
ICML '06 Proceedings of the 23rd international conference on Machine learning
Pachinko allocation: DAG-structured mixture models of topic correlations
ICML '06 Proceedings of the 23rd international conference on Machine learning
Topic modeling: beyond bag-of-words
ICML '06 Proceedings of the 23rd international conference on Machine learning
Statistical entity-topic models
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Graphical Models, Exponential Families, and Variational Inference
Foundations and Trends® in Machine Learning
Accounting for burstiness in topic models
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
The nested chinese restaurant process and bayesian nonparametric inference of topic hierarchies
Journal of the ACM (JACM)
On smoothing and inference for topic models
UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence
Unsupervised Organization of Image Collections: Taxonomies and Beyond
IEEE Transactions on Pattern Analysis and Machine Intelligence
Probabilistic latent semantic analysis
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
SLSFS'05 Proceedings of the 2005 international conference on Subspace, Latent Structure and Feature Selection
Latent Community Topic Analysis: Integration of Community Discovery with Topic Modeling
ACM Transactions on Intelligent Systems and Technology (TIST)
Discovering regions of different functions in a city using human mobility and POIs
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Semantic social network analysis with text corpora
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Group matrix factorization for scalable topic modeling
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Using ontology-based approaches to representing speech transcripts for automated speech scoring
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Student Research Workshop
Intent-aware temporal query modeling for keyword suggestion
Proceedings of the 5th Ph.D. workshop on Information and knowledge
Authorship attribution with author-aware topic models
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Short Papers - Volume 2
TopicExplorer: exploring document collections with topic models
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Regularized Latent Semantic Indexing: A New Approach to Large-Scale Topic Modeling
ACM Transactions on Information Systems (TOIS)
Latent Dirichlet allocation for image segmentation and source finding in radio astronomy images
Proceedings of the 27th Conference on Image and Vision Computing New Zealand
Obtaining single document summaries using latent dirichlet allocation
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part IV
For some eyes only: protecting online information sharing
Proceedings of the third ACM conference on Data and application security and privacy
The bag-of-repeats representation of documents
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Goal attainment on long tail web sites: An information foraging approach
Decision Support Systems
Analysis of user comments: an approach for software requirements evolution
Proceedings of the 2013 International Conference on Software Engineering
Real time discussion retrieval from twitter
Proceedings of the 22nd international conference on World Wide Web companion
Commonsense-based topic modeling
Proceedings of the Second International Workshop on Issues of Sentiment Discovery and Opinion Mining
Speaking swiss: languages and venues in foursquare
Proceedings of the 21st ACM international conference on Multimedia
Variational inference in nonconjugate models
The Journal of Machine Learning Research
Stochastic variational inference
The Journal of Machine Learning Research
Biomedical time series clustering based on non-negative sparse coding and probabilistic topic model
Computer Methods and Programs in Biomedicine
Mining semantics for culturomics: towards a knowledge-based approach
Proceedings of the 2013 international workshop on Mining unstructured big data using natural language processing
Integrated instance- and class-based generative modeling for text classification
Proceedings of the 18th Australasian Document Computing Symposium
Learning mixtures of arbitrary distributions over large discrete domains
Proceedings of the 5th conference on Innovations in theoretical computer science
Probabilistic topic models for sequence data
Machine Learning
Word storms: multiples of word clouds for visual comparison of documents
Proceedings of the 23rd international conference on World wide web
The dual-sparse topic model: mining focused topics and focused terms in short text
Proceedings of the 23rd international conference on World wide web
A PAM-based ontology concept and hierarchy learning method
Journal of Information Science
| Hi-index | 48.22 |
Surveying a suite of algorithms that offer a solution to managing large document archives.