Bayesian forecasting and dynamic models (2nd ed.)
Bayesian forecasting and dynamic models (2nd ed.)
The Journal of Machine Learning Research
Applying discrete PCA in data analysis
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
The author-topic model for authors and documents
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
Discovering Objects and their Localization in Images
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
Topics over time: a non-Markov continuous-time model of topical trends
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Automatic labeling of multinomial topic models
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Generalized component analysis for text with heterogeneous attributes
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Sequential Document Visualization
IEEE Transactions on Visualization and Computer Graphics
Mining geographic knowledge using location aware topic model
Proceedings of the 4th ACM workshop on Geographical information retrieval
Topic taxonomy adaptation for group profiling
ACM Transactions on Knowledge Discovery from Data (TKDD)
Application of kalman filters to identify unexpected change in blogs
Proceedings of the 8th ACM/IEEE-CS joint conference on Digital libraries
The dynamic hierarchical Dirichlet process
Proceedings of the 25th international conference on Machine learning
Joint latent topic models for text and citations
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
A bayesian mixture model with linear regression mixing proportions
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Multidimensional content eXploration
Proceedings of the VLDB Endowment
Finding cohesive clusters for analyzing knowledge communities
Knowledge and Information Systems
Mining common topics from multiple asynchronous text streams
Proceedings of the Second ACM International Conference on Web Search and Data Mining
Statistical Language Models for Information Retrieval A Critical Review
Foundations and Trends in Information Retrieval
A sentence level probabilistic model for evolutionary theme pattern mining from news corpora
Proceedings of the 2009 ACM symposium on Applied Computing
Bag of Timestamps: A Simple and Efficient Bayesian Chronological Mining
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
Topic and Trend Detection in Text Collections Using Latent Dirichlet Allocation
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
Dynamic Exponential Family Matrix Factorization
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Dynamic mixed membership blockmodel for evolving networks
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Topic-link LDA: joint models of topic and author community
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Meme-tracking and the dynamics of the news cycle
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Web Search Clustering and Labeling with Hidden Topics
ACM Transactions on Asian Language Information Processing (TALIP)
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Named entity recognition in query
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Ranking Answers by Hierarchical Topic Models
IEA/AIE '09 Proceedings of the 22nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: Next-Generation Applied Intelligence
Tracking the dynamic evolution of participant salience in a discussion
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Studying the history of ideas using topic models
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
HTM: a topic model for hypertexts
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Identifying the Original Contribution of a Document via Language Modeling
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Conference Mining via Generalized Topic Modeling
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Topic and role discovery in social networks with experiments on enron and academic email
Journal of Artificial Intelligence Research
Dynamic mixture models for multiple time series
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Detecting topic evolution in scientific literature: how can citations help?
Proceedings of the 18th ACM conference on Information and knowledge management
Dynamic hyperparameter optimization for bayesian topical trend analysis
Proceedings of the 18th ACM conference on Information and knowledge management
Topic tracking model for analyzing consumer purchase behavior
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
The nested chinese restaurant process and bayesian nonparametric inference of topic hierarchies
Journal of the ACM (JACM)
Analyzing knowledge communities using foreground and background clusters
ACM Transactions on Knowledge Discovery from Data (TKDD)
Understanding research field evolving and trend with dynamic Bayesian networks
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Joint group and topic discovery from relations and text
ICML'06 Proceedings of the 2006 conference on Statistical network analysis
Proceedings of the 19th international conference on World wide web
Understanding topic influence based on module network
ICADL'07 Proceedings of the 10th international conference on Asian digital libraries: looking back 10 years and forging new frontiers
Tracking topic evolution in on-line postings: 2006 IBM innovation Jam data
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Software traceability with topic modeling
Proceedings of the 32nd ACM/IEEE International Conference on Software Engineering - Volume 1
The flow of on-line information in global networks
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Evaluating topic models for digital libraries
Proceedings of the 10th annual joint conference on Digital libraries
Community evolution detection in dynamic heterogeneous information networks
Proceedings of the Eighth Workshop on Mining and Learning with Graphs
Temporal expert finding through generalized time topic modeling
Knowledge-Based Systems
Modeling the evolution of associated data
Data & Knowledge Engineering
Discovery of significant emerging trends
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Online multiscale dynamic topic models
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Topic models with power-law using Pitman-Yor process
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Evolutionary hierarchical dirichlet processes for multiple correlated time-varying corpora
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Mining discriminative items in multiple data streams
World Wide Web
Cross-lingual latent topic extraction
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Topic models vs. unstructured data
Communications of the ACM
Variable-length Markov models and ambiguous words in Portuguese
YIWCALA '10 Proceedings of the NAACL HLT 2010 Young Investigators Workshop on Computational Approaches to Languages of the Americas
Evaluating models of latent document semantics in the presence of OCR errors
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
A latent variable model for geographic lexical variation
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Topic tracking language model for speech recognition
Computer Speech and Language
Modeling and analysis of dynamic behaviors of web image collections
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Topic models conditioned on relations
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Trend analysis model: trend consists of temporal words, topics, and timestamps
Proceedings of the fourth ACM international conference on Web search and data mining
Local space-time smoothing for version controlled documents
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
The web of topics: discovering the topology of topic evolution in a corpus
Proceedings of the 20th international conference on World wide web
Unified analysis of streaming news
Proceedings of the 20th international conference on World wide web
Following the social media: aspect evolution of online discussion
SBP'11 Proceedings of the 4th international conference on Social computing, behavioral-cultural modeling and prediction
Topic chains for understanding a news corpus
CICLing'11 Proceedings of the 12th international conference on Computational linguistics and intelligent text processing - Volume Part II
Mixed-membership naive Bayes models
Data Mining and Knowledge Discovery
Modeling the evolution of topics in source code histories
Proceedings of the 8th Working Conference on Mining Software Repositories
Automatic labelling of topic models
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Scalable distributed inference of dynamic user interests for behavioral targeting
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Beyond keyword search: discovering relevant scientific literature
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Tracking trends: incorporating term volume into temporal topic models
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
A time-dependent topic model for multiple text streams
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Probabilistic topic models with biased propagation on heterogeneous information networks
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Who is Doing What and When: Social Map-Based Recommendation for Content-Centric Social Web Sites
ACM Transactions on Intelligent Systems and Technology (TIST)
Trajectory Analysis and Semantic Region Modeling Using Nonparametric Hierarchical Bayesian Models
International Journal of Computer Vision
SCENT: Scalable compressed monitoring of evolving multirelational social networks
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
DTTM: a discriminative temporal topic model for facial expression recognition
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part I
Topic modeling of freelance job postings to monitor web service abuse
Proceedings of the 4th ACM workshop on Security and artificial intelligence
What is the basic semantic unit of Chinese language? a computational approach based on topic models
MOL'11 Proceedings of the 12th biennial conference on The mathematics of language
Dynamically Modeling Semantic Dependencies in Web Forum Threads
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Proceedings of the 20th ACM international conference on Information and knowledge management
Summarizing web forum threads based on a latent topic propagation process
Proceedings of the 20th ACM international conference on Information and knowledge management
Studying how the past is remembered: towards computational history through large scale text mining
Proceedings of the 20th ACM international conference on Information and knowledge management
Supervised language modeling for temporal resolution of texts
Proceedings of the 20th ACM international conference on Information and knowledge management
Discovering multirelational structure in social media streams
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Sequential Modeling of Topic Dynamics with Multiple Timescales
ACM Transactions on Knowledge Discovery from Data (TKDD)
A study of academic collaboration in computational linguistics with latent mixtures of authors
LaTeCH '11 Proceedings of the 5th ACL-HLT Workshop on Language Technology for Cultural Heritage, Social Sciences, and Humanities
Using time topic modeling for semantics-based dynamic research interest finding
Knowledge-Based Systems
Proceedings of the fifth ACM international conference on Web search and data mining
A comparison of latent variable models for conversation analysis
SIGDIAL '11 Proceedings of the SIGDIAL 2011 Conference
Communications of the ACM
Bayesian checking for topic models
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Predicting a scientific community's response to an article
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Modeling topical trends over continuous time with priors
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
Bursty event detection from collaborative tags
World Wide Web
Customer relationship management and Web mining: the next frontier
Data Mining and Knowledge Discovery
Discovering global and local bursts in a stream of news
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Generative Models for Evolutionary Clustering
ACM Transactions on Knowledge Discovery from Data (TKDD)
Video Behaviour Mining Using a Dynamic Topic Model
International Journal of Computer Vision
Group topic modeling for academic knowledge discovery
Applied Intelligence
Practical collapsed variational bayes inference for hierarchical dirichlet process
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
TM-LDA: efficient online modeling of latent topic transitions in social media
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Fast mining and forecasting of complex time-stamped events
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
VOXSUP: a social engagement framework
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Sequential entity group topic model for getting topic flows of entity groups within one document
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
WAW'12 Proceedings of the 9th international conference on Algorithms and Models for the Web Graph
Real-time helpfulness prediction based on voter opinions
Concurrency and Computation: Practice & Experience
Probabilistic macro behavioral targeting
Proceedings of the 2012 workshop on Data-driven user behavioral modelling and mining from social media
Finding bursty topics from microblogs
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Word epoch disambiguation: finding how words change over time
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Short Papers - Volume 2
Modelling sequential text with an adaptive topic model
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Discovering diverse and salient threads in document collections
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Topic-driven reader comments summarization
Proceedings of the 21st ACM international conference on Information and knowledge management
TUT: a statistical model for detecting trends, topics and user interests in social media
Proceedings of the 21st ACM international conference on Information and knowledge management
Extraction of topic evolutions from references in scientific articles and its GPU acceleration
Proceedings of the 21st ACM international conference on Information and knowledge management
InCaToMi: integrative causal topic miner between textual and non-textual time series data
Proceedings of the 21st ACM international conference on Information and knowledge management
Influence relation estimation based on lexical entrainment in conversation
Speech Communication
Regularized Latent Semantic Indexing: A New Approach to Large-Scale Topic Modeling
ACM Transactions on Information Systems (TOIS)
Topic model for analyzing purchase data with price information
Data Mining and Knowledge Discovery
Temporal web dynamics and its application to information retrieval
Proceedings of the sixth ACM international conference on Web search and data mining
An automated multiscale map of conversations: mothers and matters
SocInfo'12 Proceedings of the 4th international conference on Social Informatics
Analyzing the flow of knowledge in computer mediated teams
Proceedings of the 2013 conference on Computer supported cooperative work
Optimizing temporal topic segmentation for intelligent text visualization
Proceedings of the 2013 international conference on Intelligent user interfaces
Monitoring User Evolution in Twitter
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
A Ubiquitous Image Tagging System Using User Context
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Term Weighting Schemes for Emerging Event Detection
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
An n-gram topic model for time-stamped documents
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
A topic-based recommender system for electronic marketplace platforms
Expert Systems with Applications: An International Journal
Personalized time-aware tweets summarization
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Emerging topic detection for organizations from microblogs
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Representing documents through their readers
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Mining evolutionary multi-branch trees from text streams
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Understanding evolution of research themes: a probabilistic generative model for citations
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Why people hate your app: making sense of user feedback in a mobile app store
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the 22nd international conference on World Wide Web
Computer science fields as ground-truth communities: their impact, rise and fall
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
TopicFlow: visualizing topic alignment of Twitter data over time
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Journal of Information Science
Commonsense-based topic modeling
Proceedings of the Second International Workshop on Issues of Sentiment Discovery and Opinion Mining
Variational inference in nonconjugate models
The Journal of Machine Learning Research
Stochastic variational inference
The Journal of Machine Learning Research
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
On handling textual errors in latent document modeling
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Mining causal topics in text data: iterative topic modeling with time series feedback
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Concept-based analysis of scientific literature
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Navigating the topical structure of academic search results via the Wikipedia category network
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
A study on document retrieval system based on visualization to manage OCR documents
HCI'13 Proceedings of the 15th international conference on Human-Computer Interaction: interaction modalities and techniques - Volume Part IV
Scalable dynamic nonparametric Bayesian models of content and users
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Dynamic joint sentiment-topic model
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Section on Intelligent Mobile Knowledge Discovery and Management Systems and Special Issue on Social Web Mining
Tópicos de pesquisa e rede de coautoria no Simpósio Brasileiro de Sistemas Colaborativos
Proceedings of the X Brazilian Symposium in Collaborative Systems
Studying software evolution using topic models
Science of Computer Programming
A time-based collective factorization for topic discovery and monitoring in news
Proceedings of the 23rd international conference on World wide web
Sequential Summarization: A Full View of Twitter Trending Topics
IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP)
Roles in social networks: Methodologies and research issues
Web Intelligence and Agent Systems
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A family of probabilistic time series models is developed to analyze the time evolution of topics in large document collections. The approach is to use state space models on the natural parameters of the multinomial distributions that represent the topics. Variational approximations based on Kalman filters and nonparametric wavelet regression are developed to carry out approximate posterior inference over the latent topics. In addition to giving quantitative, predictive models of a sequential corpus, dynamic topic models provide a qualitative window into the contents of a large document collection. The models are demonstrated by analyzing the OCR'ed archives of the journal Science from 1880 through 2000.