Probabilistic latent semantic indexing
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
The Journal of Machine Learning Research
Expectation-propagation for the generative aspect model
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
Probabilistic author-topic models for information discovery
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Modeling and predicting personal information dissemination behavior
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Probabilistic topic decomposition of an eighteenth-century American newspaper
Journal of the American Society for Information Science and Technology
Bibliometric impact measures leveraging topic analysis
Proceedings of the 6th ACM/IEEE-CS joint conference on Digital libraries
ICML '06 Proceedings of the 23rd international conference on Machine learning
LDA-based document models for ad-hoc retrieval
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
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
Discovering groups of people in Google news
Proceedings of the 1st ACM international workshop on Human-centered multimedia
Mining blog stories using community-based and temporal clustering
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Efficient topic-based unsupervised name disambiguation
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
Mining Eclipse Developer Contributions via Author-Topic Models
MSR '07 Proceedings of the Fourth International Workshop on Mining Software Repositories
Unsupervised prediction of citation influences
Proceedings of the 24th international conference on Machine learning
Mixtures of hierarchical topics with Pachinko allocation
Proceedings of the 24th international conference on Machine learning
Expertise modeling for matching papers with reviewers
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Mining geographic knowledge using location aware topic model
Proceedings of the 4th ACM workshop on Geographical information retrieval
Describing Visual Scenes Using Transformed Objects and Parts
International Journal of Computer Vision
Using PLSI-U to detect insider threats by datamining e-mail
International Journal of Security and Networks
Topic modeling with network regularization
Proceedings of the 17th international conference on World Wide Web
Exploring social annotations for information retrieval
Proceedings of the 17th international conference on World Wide Web
Probabilistic latent semantic visualization: topic model for visualizing documents
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
ArnetMiner: extraction and mining of academic social networks
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
A Joint Topic and Perspective Model for Ideological Discourse
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
Incorporating topic transition in topic detection and tracking algorithms
Expert Systems with Applications: An International Journal
A framework for WWW user activity analysis based on user interest
Knowledge-Based Systems
Tapping on the potential of q&a community by recommending answer providers
Proceedings of the 17th ACM conference on Information and knowledge management
Multi-aspect expertise matching for review assignment
Proceedings of the 17th ACM conference on Information and knowledge management
Topickr: flickr groups and users reloaded
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Linked Topic and Interest Model for Web Forums
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Latent grouping models for user preference prediction
Machine Learning
Sourcerer: mining and searching internet-scale software repositories
Data Mining and Knowledge Discovery
A Generalized Topic Modeling Approach for Maven Search
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
Probabilistic dyadic data analysis with local and global consistency
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
Evaluation methods for topic models
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Connections between the lines: augmenting social networks with text
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Style & topic language model adaptation using HMM-LDA
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Exploiting Temporal Authors Interests via Temporal-Author-Topic Modeling
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Two-Way Grouping by One-Way Topic Models
IDA '09 Proceedings of the 8th International Symposium on Intelligent Data Analysis: Advances in Intelligent Data Analysis VIII
Conference Mining via Generalized Topic Modeling
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Discourse topic and gestural form
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Predicting response to political blog posts with topic models
NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Latent Dirichlet Allocation with topic-in-set knowledge
SemiSupLearn '09 Proceedings of the NAACL HLT 2009 Workshop on Semi-Supervised Learning for Natural Language Processing
Topic and role discovery in social networks with experiments on enron and academic email
Journal of Artificial Intelligence Research
A tag recommendation system for folksonomy
Proceedings of the 2nd ACM workshop on Social web search and mining
Learning author-topic models from text corpora
ACM Transactions on Information Systems (TOIS)
The nested chinese restaurant process and bayesian nonparametric inference of topic hierarchies
Journal of the ACM (JACM)
Estimating Likelihoods for Topic Models
ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
Using Topic Models to Interpret MEDLINE's Medical Subject Headings
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
Distributed Algorithms for Topic Models
The Journal of Machine Learning Research
ICML'06 Proceedings of the 2006 conference on Statistical network analysis
Equip tourists with knowledge mined from travelogues
Proceedings of the 19th international conference on World wide web
Using prosodic features in language models for meetings
MLMI'07 Proceedings of the 4th international conference on Machine learning for multimodal interaction
Visolink: a user-centric social relationship mining
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
Software traceability with topic modeling
Proceedings of the 32nd ACM/IEEE International Conference on Software Engineering - Volume 1
Latent Dirichlet allocation based writer identification in offline handwriting
DAS '10 Proceedings of the 9th IAPR International Workshop on Document Analysis Systems
Temporal expert finding through generalized time topic modeling
Knowledge-Based Systems
Modeling the evolution of associated data
Data & Knowledge Engineering
Topic models with power-law using Pitman-Yor process
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
The topic-perspective model for social tagging systems
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Experts' retrieval with multiword-enhanced author topic model
SS '10 Proceedings of the NAACL HLT 2010 Workshop on Semantic Search
A Combination Approach to Web User Profiling
ACM Transactions on Knowledge Discovery from Data (TKDD)
Modeling Social Annotation: A Bayesian Approach
ACM Transactions on Knowledge Discovery from Data (TKDD)
Holistic sentiment analysis across languages: multilingual supervised latent Dirichlet allocation
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Community-based topic modeling for social tagging
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Semantic grounding of hybridization for tag recommendation
WAIM'10 Proceedings of the 11th international conference on Web-age information management
Discovering routines from large-scale human locations using probabilistic topic models
ACM Transactions on Intelligent Systems and Technology (TIST)
Topic models conditioned on relations
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
By their apps you shall understand them: mining large-scale patterns of mobile phone usage
Proceedings of the 9th International Conference on Mobile and Ubiquitous Multimedia
A tag-topic model for blog mining
Expert Systems with Applications: An International Journal
Summarizing tourist destinations by mining user-generated travelogues and photos
Computer Vision and Image Understanding
Citation author topic model in expert search
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Towards a computational analysis of status and leadership styles on FDA panels
SBP'11 Proceedings of the 4th international conference on Social computing, behavioral-cultural modeling and prediction
Empirical study of topic modeling in Twitter
Proceedings of the First Workshop on Social Media Analytics
Context-sensitive ranking for document retrieval
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
ATTention: understanding authors and topics in context of temporal evolution
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Event detection with spatial latent Dirichlet allocation
Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries
Dimensionality reduction for blog tag mining
International Journal of Web Engineering and Technology
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Discovery of topically coherent sentences for extractive summarization
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Mining tags using social endorsement networks
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Authorship attribution with latent Dirichlet allocation
CoNLL '11 Proceedings of the Fifteenth Conference on Computational Natural Language Learning
Beyond keyword search: discovering relevant scientific literature
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Optimizing enterprise search by automatically relating user context to textual document content
i-KNOW '11 Proceedings of the 11th International Conference on Knowledge Management and Knowledge Technologies
The grouped author-topic model for unsupervised entity resolution
ICANN'11 Proceedings of the 21th international conference on Artificial neural networks - Volume Part I
Typology of mixed-membership models: towards a design method
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
On domain independence of author identification
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
A framework for a fuzzy matching between multiple domain ontologies
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part I
Latent topic models of surface syntactic information
AI*IA'11 Proceedings of the 12th international conference on Artificial intelligence around man and beyond
Discovering User Interest on Twitter with a Modified Author-Topic Model
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Accounting for data dependencies within a hierarchical dirichlet process mixture model
Proceedings of the 20th ACM international conference on Information and knowledge management
Collaborative exploratory search in real-world context
Proceedings of the 20th ACM international conference on Information and knowledge management
Online conversation mining for author characterization and topic identification
Proceedings of the 4th workshop on Workshop for Ph.D. students in information & knowledge management
Social and behavioural media access
SBNMA '11 Proceedings of the 2011 ACM workshop on Social and behavioural networked media access
Intra-firm information flow: a content-structure perspective
IDA'11 Proceedings of the 10th international conference on Advances in intelligent data analysis X
Analyzing entities and topics in news articles using statistical topic models
ISI'06 Proceedings of the 4th IEEE international conference on Intelligence and Security Informatics
Using author topic to detect insider threats from email traffic
ISI'06 Proceedings of the 4th IEEE international conference on Intelligence and Security Informatics
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
Mining diversity on social media networks
Multimedia Tools and Applications
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I
A comparison of latent variable models for conversation analysis
SIGDIAL '11 Proceedings of the SIGDIAL 2011 Conference
Communications of the ACM
Based on analyzing closeness and authority for ranking expert in social network
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing Theories and Applications: with aspects of artificial intelligence
Blogger-Link-Topic model for blog mining
PAKDD'11 Proceedings of the 15th international conference on New Frontiers in Applied Data Mining
Collective context-aware topic models for entity disambiguation
Proceedings of the 21st international conference on World Wide Web
Document hierarchies from text and links
Proceedings of the 21st international conference on World Wide Web
Finding expert users in community question answering
Proceedings of the 21st international conference companion on World Wide Web
Integer linear programming for Constrained Multi-Aspect Committee Review Assignment
Information Processing and Management: an International Journal
A tool for generating synthetic authorship records for evaluating author name disambiguation methods
Information Sciences: an International Journal
Proceedings of the 12th ACM/IEEE-CS joint conference on Digital Libraries
Combining topic model and co-author network for KAKEN and DBLP linking
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part III
Adaptive topic community tracking in social network
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
Context sensitive topic models for author influence in document networks
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Proceedings of the 17th ACM symposium on Access Control Models and Technologies
Fine-grained access control of personal data
Proceedings of the 17th ACM symposium on Access Control Models and Technologies
Using Author Topic to detect insider threats from email traffic
Digital Investigation: The International Journal of Digital Forensics & Incident Response
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
The dynamic features of delicious, flickr, and YouTube
Journal of the American Society for Information Science and Technology
Latent Community Topic Analysis: Integration of Community Discovery with Topic Modeling
ACM Transactions on Intelligent Systems and Technology (TIST)
Practical collapsed variational bayes inference for hierarchical dirichlet process
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Community discovery and profiling with social messages
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Mining contentions from discussions and debates
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Web image prediction using multivariate point processes
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
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
Attribute-restricted latent topic model for person re-identification
Pattern Recognition
Foundations and Trends in Information Retrieval
Modeling user posting behavior on social media
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Question routing in community based QA: incorporating answer quality and answer content
Proceedings of the ACM SIGKDD Workshop on Mining Data Semantics
A keyword-topic model for contextual advertising
Proceedings of the Third Symposium on Information and Communication Technology
Mining potential research synergies from co-authorship graphs using power graph analysis
International Journal of Web Engineering and Technology
Discovering factions in the computational linguistics community
ACL '12 Proceedings of the ACL-2012 Special Workshop on Rediscovering 50 Years of Discoveries
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Finding bursty topics from microblogs
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
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
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
SSHLDA: a semi-supervised hierarchical topic model
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Query-adaptive shape topic mining for hand-drawn sketch recognition
Proceedings of the 20th ACM international conference on Multimedia
Topic-driven reader comments summarization
Proceedings of the 21st ACM international conference on Information and knowledge management
Document-topic hierarchies from document graphs
Proceedings of the 21st ACM international conference on Information and knowledge management
Exploring personal impact for group recommendation
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
G-WSTD: a framework for geographic web search topic discovery
Proceedings of the 21st ACM international conference on Information and knowledge management
Mining topic-level opinion influence in microblog
Proceedings of the 21st ACM international conference on Information and knowledge management
Hierarchical topic integration through semi-supervised hierarchical topic modeling
Proceedings of the 21st ACM international conference on Information and knowledge management
Topic-sensitive probabilistic model for expert finding in question answer communities
Proceedings of the 21st ACM international conference on Information and knowledge management
User activity profiling with multi-layer analysis
Proceedings of the 21st ACM international conference on Information and knowledge management
Author-conference topic-connection model for academic network search
Proceedings of the 21st ACM international conference on Information and knowledge management
Authorship attribution based on a probabilistic topic model
Information Processing and Management: an International Journal
Document classification using POS distribution
ADBIS'12 Proceedings of the 16th East European conference on Advances in Databases and Information Systems
Feature LDA: a supervised topic model for automatic detection of web API documentations from the web
ISWC'12 Proceedings of the 11th international conference on The Semantic Web - Volume Part I
Topic model for analyzing purchase data with price information
Data Mining and Knowledge Discovery
Time-sensitive web image ranking and retrieval via dynamic multi-task regression
Proceedings of the sixth ACM international conference on Web search and data mining
Text Semantic Mining Model Based on the Algebra of Human Concept Learning
International Journal of Cognitive Informatics and Natural Intelligence
Probabilistic Models for Social Media Mining
International Journal of Information Technology and Web Engineering
Panorama: a semantic-aware application search framework
Proceedings of the 16th International Conference on Extending Database Technology
LA-LDA: a limited attention topic model for social recommendation
SBP'13 Proceedings of the 6th international conference on Social Computing, Behavioral-Cultural Modeling and Prediction
Detecting Probabilistic Community with Topic Modeling on Sampling SubGraphs
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
An n-gram topic model for time-stamped documents
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Analysis of collaborative writing processes using revision maps and probabilistic topic models
Proceedings of the Third International Conference on Learning Analytics and Knowledge
Ranking experts using author-document-topic graphs
Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
Personalized time-aware tweets summarization
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
One theme in all views: modeling consensus topics in multiple contexts
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
A biterm topic model for short texts
Proceedings of the 22nd international conference on World Wide Web
Proceedings of the 22nd international conference on World Wide Web
How productivity and impact differ across computer science subareas
Communications of the ACM
Community detection by popularity based models for authored networked data
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Academic network analysis: a joint topic modeling approach
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Community detection in content-sharing social networks
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Enriching employee ontology for enterprises with knowledge discovery from social networks
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
A topic modeling toolbox using belief propagation
The Journal of Machine Learning Research
On handling textual errors in latent document modeling
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
FRec: a novel framework of recommending users and communities in social media
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Recommending program committee candidates for academic conferences
Proceedings of the 2013 workshop on Computational scientometrics: theory & applications
Proceedings of the sixteenth international workshop on Data warehousing and OLAP
Flickr group recommendation based on user-generated tags and social relations via topic model
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part II
ATT: analyzing temporal dynamics of topics and authors in social media
Proceedings of the 3rd International Web Science Conference
What users care about: a framework for social content alignment
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Discovering different types of topics: factored topic models
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Multi-modal image annotation with multi-instance multi-label LDA
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Tag-weighted topic model for mining semi-structured documents
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Proceedings of the 7th ACM international conference on Web search and data mining
Finding topic-level experts in scholarly networks
Scientometrics
Fast topic discovery from web search streams
Proceedings of the 23rd international conference on World wide web
Timeline generation: tracking individuals on twitter
Proceedings of the 23rd international conference on World wide web
Information Sciences: an International Journal
Sentiment topic models for social emotion mining
Information Sciences: an International Journal
Discovery of clinical pathway patterns from event logs using probabilistic topic models
Journal of Biomedical Informatics
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We introduce the author-topic model, a generative model for documents that extends Latent Dirichlet Allocation (LDA; Blei, Ng, & Jordan, 2003) to include authorship information. Each author is associated with a multinomial distribution over topics and each topic is associated with a multinomial distribution over words. A document with multiple authors is modeled as a distribution over topics that is a mixture of the distributions associated with the authors. We apply the model to a collection of 1,700 NIPS conference papers and 160,000 CiteSeer abstracts. Exact inference is intractable for these datasets and we use Gibbs sampling to estimate the topic and author distributions. We compare the performance with two other generative models for documents, which are special cases of the author-topic model: LDA (a topic model) and a simple author model in which each author is associated with a distribution over words rather than a distribution over topics. We show topics recovered by the author-topic model, and demonstrate applications to computing similarity between authors and entropy of author output.