Elements of information theory
Elements of information theory
Probabilistic latent semantic indexing
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Machine learning of event segmentation for news on demand
Communications of the ACM
Temporal summaries of new topics
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Bursty and hierarchical structure in streams
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Language Modeling for Information Retrieval
Language Modeling for Information Retrieval
The Journal of Machine Learning Research
Online novelty detection on temporal sequences
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
A graph-theoretic approach to extract storylines from search results
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
A cross-collection mixture model for comparative text mining
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Tracking dynamics of topic trends using a finite mixture model
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Exploring Independent Trends in a Topic-Based Search Engine
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
Event threading within news topics
Proceedings of the thirteenth ACM international conference on Information and knowledge management
ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics
A probabilistic approach to spatiotemporal theme pattern mining on weblogs
Proceedings of the 15th international conference on World Wide Web
Automatic new topic identification using multiple linear regression
Information Processing and Management: an International Journal
Quantifying trends accurately despite classifier error and class imbalance
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Extracting redundancy-aware top-k patterns
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
A mixture model for contextual text mining
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
MONIC: modeling and monitoring cluster transitions
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Pragmatic text mining: minimizing human effort to quantify many issues in call logs
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Mining blog stories using community-based and temporal clustering
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Topic evolution and social interactions: how authors effect research
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Maintaining stream statistics over multiscale sliding windows
ACM Transactions on Database Systems (TODS)
On compressing frequent patterns
Data & Knowledge Engineering
Topic tracking with time granularity reasoning
ACM Transactions on Asian Language Information Processing (TALIP)
Topic sentiment mixture: modeling facets and opinions in weblogs
Proceedings of the 16th international conference on World Wide Web
Analyzing feature trajectories for event detection
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Time-dependent event hierarchy construction
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Dynamic hybrid clustering of bioinformatics by incorporating text mining and citation analysis
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Detecting research topics via the correlation between graphs and texts
Proceedings of the 13th 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
Tracking multiple topics for finding interesting articles
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Information genealogy: uncovering the flow of ideas in non-hyperlinked document databases
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Mining correlated bursty topic patterns from coordinated text streams
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Dynamic Summarization: Another Stride Towards Summarization
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Finding keyword from online broadcasting content for targeted advertising
Proceedings of the 1st international workshop on Data mining and audience intelligence for advertising
Facetnet: a framework for analyzing communities and their evolutions in dynamic networks
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
TSCAN: a novel method for topic summarization and content anatomy
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Anticipating annotations and emerging trends in biomedical literature
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Quantifying counts and costs via classification
Data Mining and Knowledge Discovery
ACM SIGKDD Explorations Newsletter
Users in Volatile Communities: Studying Active Participation and Community Evolution
UM '07 Proceedings of the 11th international conference on User Modeling
Timeline Analysis of Web News Events
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
A Query Language and Its Processing for Time-Series Document Clusters
ICADL 08 Proceedings of the 11th International Conference on Asian Digital Libraries: Universal and Ubiquitous Access to Information
Joint Extraction of Compound Entities and Relationships from Biomedical Literature
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Mining common topics from multiple asynchronous text streams
Proceedings of the Second ACM International Conference on Web Search and Data Mining
Proceedings of the Second ACM International Conference on Web Search and Data Mining
Analyzing communities and their evolutions in dynamic social networks
ACM Transactions on Knowledge Discovery from Data (TKDD)
Proceedings of the 18th international conference on World wide web
A sentence level probabilistic model for evolutionary theme pattern mining from news corpora
Proceedings of the 2009 ACM symposium on Applied Computing
Semantic-Based Temporal Text-Rule Mining
CICLing '09 Proceedings of the 10th International Conference on Computational Linguistics and Intelligent Text Processing
Simultaneously Finding Fundamental Articles and New Topics Using a Community Tracking Method
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
On exploiting the power of time in data mining
ACM SIGKDD Explorations Newsletter
A relevance-based topic model for news event tracking
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Detecting Temporal Trends of Technical Phrases by Using Importance Indices and Linear Regression
ISMIS '09 Proceedings of the 18th International Symposium on Foundations of Intelligent Systems
Trends Analysis of Topics Based on Temporal Segmentation
DaWaK '09 Proceedings of the 11th International Conference on Data Warehousing and Knowledge Discovery
Detect and track latent factors with online nonnegative matrix factorization
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
On evolutionary spectral clustering
ACM Transactions on Knowledge Discovery from Data (TKDD)
STORIES in Time: A Graph-Based Interface for News Tracking and Discovery
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Detecting topic evolution in scientific literature: how can citations help?
Proceedings of the 18th ACM conference on Information and knowledge management
Discovering event evolution graphs from news corpora
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
A particle-and-density based evolutionary clustering method for dynamic networks
Proceedings of the VLDB Endowment
CHRONICLE: A Two-Stage Density-Based Clustering Algorithm for Dynamic Networks
DS '09 Proceedings of the 12th International Conference on Discovery Science
Automatic Detection of Terminology Evolution
OTM '09 Proceedings of the Confederated International Workshops and Posters on On the Move to Meaningful Internet Systems: ADI, CAMS, EI2N, ISDE, IWSSA, MONET, OnToContent, ODIS, ORM, OTM Academy, SWWS, SEMELS, Beyond SAWSDL, and COMBEK 2009
Comparing Temporal Behavior of Phrases on Multiple Indexes with a Burst Word Detection Method
RSFDGrC '09 Proceedings of the 12th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
Detecting temporal patterns of technical phrases by using importance indices in a research documents
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
An evaluation of text retrieval methods for similarity search of multi-dimensional NMR-spectra
BIRD'07 Proceedings of the 1st international conference on Bioinformatics research and development
Mining temporal relationships among categories
Proceedings of the 2010 ACM Symposium on Applied Computing
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
Towards characterization of actor evolution and interactions in news corpora
ECIR'08 Proceedings of the IR research, 30th European conference on Advances in information retrieval
Community evolution detection in dynamic heterogeneous information networks
Proceedings of the Eighth Workshop on Mining and Learning with Graphs
TIARA: a visual exploratory text analytic system
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Connecting the dots between news articles
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
PET: a statistical model for popular events tracking in social communities
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
From bursty patterns to bursty facts: The effectiveness of temporal text mining for news
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
Measuring the interestingness of articles in a limited user environment
Information Processing and Management: an International Journal
Trajectory-based visualization of web video topics
Proceedings of the international conference on Multimedia
Topic detection by topic model induced distance using biased initiation
AST/UCMA/ISA/ACN'10 Proceedings of the 2010 international conference on Advances in computer science and information technology
Visualization of text streams: a survey
KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part II
Understanding a celebrity with his salient events
AMT'10 Proceedings of the 6th international conference on Active media technology
The web of topics: discovering the topology of topic evolution in a corpus
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
Modeling the evolution of discussion topics and communication to improve relational classification
Proceedings of the First Workshop on Social Media Analytics
Discovering market trends in the biotechnology industry
International Journal of Business Intelligence and Data Mining
Modeling the evolution of topics in source code histories
Proceedings of the 8th Working Conference on Mining Software Repositories
Extracting hot spots of topics from time-stamped documents
Data & Knowledge Engineering
Evaluating a temporal pattern detection method for finding research keys in bibliographical data
Transactions on rough sets XIV
Tracking trends: incorporating term volume into temporal topic models
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Summarizing cluster evolution in dynamic environments
ICCSA'11 Proceedings of the 2011 international conference on Computational science and its applications - Volume Part II
An efficient algorithm for topic ranking and modeling topic evolution
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part I
Mining event temporal boundaries from news corpora through evolution phase discovery
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Web text clustering with dynamic themes
WISM'11 Proceedings of the 2011 international conference on Web information systems and mining - Volume Part II
RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
Exploring the corporate ecosystem with a semi-supervised entity graph
Proceedings of the 20th ACM international conference on Information and knowledge management
Connecting Two (or Less) Dots: Discovering Structure in News Articles
ACM Transactions on Knowledge Discovery from Data (TKDD)
Mining association rules in temporal document collections
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
Incremental aspect models for mining document streams
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Tracing the event evolution of terror attacks from on-line news
ISI'06 Proceedings of the 4th IEEE international conference on Intelligence and Security Informatics
Discovering emerging topics in unlabelled text collections
ADBIS'06 Proceedings of the 10th East European conference on Advances in Databases and Information Systems
A model for anticipatory event detection
ER'06 Proceedings of the 25th international conference on Conceptual Modeling
On clustering techniques for change diagnosis in data streams
WebKDD'05 Proceedings of the 7th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Impact of document structure on hierarchical summarization
ICADL'06 Proceedings of the 9th international conference on Asian Digital Libraries: achievements, Challenges and Opportunities
Multi-document summarization for e-learning
ICHL'09 Proceedings of the Second international conference on Hybrid Learning and Education
A model-based EM method for topic person name multi-polarization
AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
Statistical Analysis and Data Mining
Discovering global and local bursts in a stream of news
Proceedings of the 27th Annual ACM Symposium on Applied Computing
HotDigg: finding recent hot topics from digg
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part I
Connecting the dots between news articles
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Expert Systems with Applications: An International Journal
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
T-Scroll: visualizing trends in a time-series of documents for interactive user exploration
ECDL'07 Proceedings of the 11th European conference on Research and Advanced Technology for Digital Libraries
Generating event storylines from microblogs
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
Automatic labeling hierarchical topics
Proceedings of the 21st ACM international conference on Information and knowledge management
An automated multiscale map of conversations: mothers and matters
SocInfo'12 Proceedings of the 4th international conference on Social Informatics
FINGERPRINT: Summarizing Cluster Evolution in Dynamic Environments
International Journal of Data Warehousing and Mining
Monitoring User Evolution in Twitter
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Information cartography: creating zoomable, large-scale maps of information
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
Using topic models to understand the evolution of a software ecosystem
Proceedings of the 2013 9th Joint Meeting on Foundations of Software Engineering
Journal of Information Science
Tracking the evolution of public concerns in social media
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Cross-media topic detection associated with hot search queries
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
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
Event identification in web social media through named entity recognition and topic modeling
Data & Knowledge Engineering
Studying software evolution using topic models
Science of Computer Programming
Measuring the privacy of user profiles in personalized information systems
Future Generation Computer Systems
Story graphs: Tracking document set evolution using dynamic graphs
Intelligent Data Analysis - Dynamic Networks and Knowledge Discovery
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Temporal Text Mining (TTM) is concerned with discovering temporal patterns in text information collected over time. Since most text information bears some time stamps, TTM has many applications in multiple domains, such as summarizing events in news articles and revealing research trends in scientific literature. In this paper, we study a particular TTM task -- discovering and summarizing the evolutionary patterns of themes in a text stream. We define this new text mining problem and present general probabilistic methods for solving this problem through (1) discovering latent themes from text; (2) constructing an evolution graph of themes; and (3) analyzing life cycles of themes. Evaluation of the proposed methods on two different domains (i.e., news articles and literature) shows that the proposed methods can discover interesting evolutionary theme patterns effectively.