Attention, intentions, and the structure of discourse
Computational Linguistics
Agents that reduce work and information overload
Communications of the ACM
ACM Transactions on Information Systems (TOIS) - Special issue on social science perspectives on IS
A rule-based message filtering system
ACM Transactions on Information Systems (TOIS)
Email overload: exploring personal information management of email
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Email—the good, the bad, and the ugly
Communications of the ACM
Threading electronic mail: a preliminary study
Information Processing and Management: an International Journal - Special issue: methods and tools for the automatic construction of hypertext
EmVis—a visual e-mail analysis tool
NPIV '97 Proceedings of the 1997 workshop on New paradigms in information visualization and manipulation
Concept features in Re:Agent, an intelligent Email agent
AGENTS '98 Proceedings of the second international conference on Autonomous agents
TOPIC ISLANDS—a wavelet-based text visualization system
Proceedings of the conference on Visualization '98
A study of retrospective and on-line event detection
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
On-line new event detection and tracking
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
MailCat: an intelligent assistant for organizing e-mail
Proceedings of the third annual conference on Autonomous Agents
Principles of mixed-initiative user interfaces
Proceedings of the SIGCHI conference on Human Factors in Computing Systems
Statistical Models for Text Segmentation
Machine Learning - Special issue on natural language learning
Event detection from time series data
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Extracting significant time varying features from text
Proceedings of the eighth international conference on Information and knowledge management
The Hierarchical Hidden Markov Model: Analysis and Applications
Machine Learning
Mail-by-example: a visual query interface for email management
AVI '00 Proceedings of the working conference on Advanced visual interfaces
Automatic generation of overview timelines
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
Improving text categorization methods for event tracking
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
Principles of data mining
Finding simple intensity descriptions from event sequence data
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
Incremental Learning in SwiftFile
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
ThemeRiver: Visualizing Theme Changes over Time
INFOVIS '00 Proceedings of the IEEE Symposium on Information Vizualization 2000
Visualizing Sequential Patterns for Text Mining
INFOVIS '00 Proceedings of the IEEE Symposium on Information Vizualization 2000
Collection-Based Persistent Digital Archives - Part 2
Collection-Based Persistent Digital Archives - Part 2
Knowledge discovery in time series databases
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
On the bursty evolution of blogspace
WWW '03 Proceedings of the 12th international conference on World Wide Web
Chain: operator scheduling for memory minimization in data stream systems
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Efficient elastic burst detection in data streams
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Load Shedding for Aggregation Queries over Data Streams
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Caching queues in memory buffers
SODA '04 Proceedings of the fifteenth annual ACM-SIAM symposium on Discrete algorithms
Newsjunkie: providing personalized newsfeeds via analysis of information novelty
Proceedings of the 13th international conference on World Wide Web
Identifying similarities, periodicities and bursts for online search queries
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Using temporal profiles of queries for precision prediction
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Query based event extraction along a timeline
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Automatically collecting, monitoring, and mining japanese weblogs
Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters
Tracking dynamics of topic trends using a finite mixture model
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Framework and algorithms for trend analysis in massive temporal data sets
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Structure and evolution of blogspace
Communications of the ACM - The Blogosphere
Operator scheduling in data stream systems
The VLDB Journal — The International Journal on Very Large Data Bases
The centrality of pivotal points in the evolution of scientific networks
Proceedings of the 10th international conference on Intelligent user interfaces
On the Bursty Evolution of Blogspace
World Wide Web
On Change Diagnosis in Evolving Data Streams
IEEE Transactions on Knowledge and Data Engineering
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Topic segmentation of message hierarchies for indexing and navigation support
WWW '05 Proceedings of the 14th international conference on World Wide Web
Trend detection through temporal link analysis
Journal of the American Society for Information Science and Technology - Special issue: Webometrics
Topic activation analysis for document streams based on document arrival rate and relevance
Proceedings of the 2005 ACM symposium on Applied computing
The predictive power of online chatter
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Discovering evolutionary theme patterns from text: an exploration of temporal text mining
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
LIPED: HMM-based life profiles for adaptive event detection
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Parameter free bursty events detection in text streams
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Adaptive load shedding for windowed stream joins
Proceedings of the 14th ACM international conference on Information and knowledge management
Automatic analysis of call-center conversations
Proceedings of the 14th ACM international conference on Information and knowledge management
Information Extraction: Distilling Structured Data from Unstructured Text
Queue - Social Computing
A probabilistic approach to spatiotemporal theme pattern mining on weblogs
Proceedings of the 15th international conference on World Wide Web
Information Preserving Time Decompositions of Time Stamped Documents*
Data Mining and Knowledge Discovery
An architecture for the aggregation and analysis of scholarly usage data
Proceedings of the 6th ACM/IEEE-CS joint conference on Digital libraries
Data association for topic intensity tracking
ICML '06 Proceedings of the 23rd international conference on Machine learning
Behavior-based modeling and its application to Email analysis
ACM Transactions on Internet Technology (TOIT)
Group formation in large social networks: membership, growth, and evolution
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Adaptive event detection with time-varying poisson processes
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
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
A mixture model for contextual text mining
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Data streams: algorithms and applications
Foundations and Trends® in Theoretical Computer Science
An annotation method for sensor data streams based on statistical patterns
DBA'06 Proceedings of the 24th IASTED international conference on Database and applications
Using rhythms of relationships to understand e-mail archives
Journal of the American Society for Information Science and Technology
Mining blog stories using community-based and temporal clustering
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Topic tracking with time granularity reasoning
ACM Transactions on Asian Language Information Processing (TALIP)
Why we search: visualizing and predicting user behavior
Proceedings of the 16th international conference on World Wide Web
ACM Transactions on Information Systems (TOIS)
Delineating the citation impact of scientific discoveries
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
Hot Topic Extraction Based on Timeline Analysis and Multidimensional Sentence Modeling
IEEE Transactions on Knowledge and Data Engineering
A genetic algorithm for dynamic modelling and prediction of activity in document streams
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Analyzing feature trajectories for event detection
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Efficient and effective explanation of change in hierarchical summaries
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Time-dependent event hierarchy construction
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
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
Learning to detect events with Markov-modulated poisson processes
ACM Transactions on Knowledge Discovery from Data (TKDD)
Finding hierarchical heavy hitters in data streams
VLDB '03 Proceedings of the 29th international conference on Very large data bases - Volume 29
Detecting change in data streams
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Adaptive spike detection for resilient data stream mining
AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70
Extracting and ranking viral communities using seeds and content similarity
Proceedings of the nineteenth ACM conference on Hypertext and hypermedia
Storyline-based summarization for news topic retrospection
Decision Support Systems
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
Lexicon randomization for near-duplicate detection with I-Match
The Journal of Supercomputing
Anticipating annotations and emerging trends in biomedical literature
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Scalable and near real-time burst detection from eCommerce queries
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
A software system for buzz-based recommendations
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
The thematic and citation landscape of Data and Knowledge Engineering (1985-2007)
Data & Knowledge Engineering
Online Burst Detection Over High Speed Short Text Streams
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part III: ICCS 2007
Automatic detection of cohesive subgroups within social hypertext: A heuristic approach
The New Review of Hypermedia and Multimedia
Finding relevant patterns in bursty sequences
Proceedings of the VLDB Endowment
Visualizing evolution and impact of biomedical fields
Journal of Biomedical Informatics
An adaptive threshold framework for event detection using HMM-based life profiles
ACM Transactions on Information Systems (TOIS)
Extracting Key Entities and Significant Events from Online Daily News
IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Mining common topics from multiple asynchronous text streams
Proceedings of the Second ACM International Conference on Web Search and Data Mining
Query by shots: retrieving meaningful events using multiple queries and rough set theory
Proceedings of the 9th International Workshop on Multimedia Data Mining: held in conjunction with the ACM SIGKDD 2008
Improved techniques for result caching in web search engines
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
Growth Analysis of Neighbor Network for Evaluation of Damage Progress
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Efficient discovery of unusual patterns in time series
New Generation Computing
On burstiness-aware search for document sequences
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Meme-tracking and the dynamics of the news cycle
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Sequential result refinement for searching the biomedical literature
Journal of Biomedical Informatics
Compressing term positions in web indexes
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Information discovery across multiple streams
Information Sciences: an International Journal
Novel relationship discovery using opinions mined from the web
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Research intelligence involving information retrieval - An example of conferences and journals
Expert Systems with Applications: An International Journal
Why are they excited?: identifying and explaining spikes in blog mood levels
EACL '06 Proceedings of the Eleventh Conference of the European Chapter of the Association for Computational Linguistics: Posters & Demonstrations
Event Extraction and Visualization for Obtaining Personal Experiences from Blogs
Proceedings of the Symposium on Human Interface 2009 on Human Interface and the Management of Information. Information and Interaction. Part II: Held as part of HCI International 2009
Aging effects on query flow graphs for query suggestion
Proceedings of the 18th ACM conference on Information and knowledge management
Incorporating user behaviors in new word detection
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Discovering Volatile Events in Your Neighborhood: Local-Area Topic Extraction from Blog Entries
AIRS '09 Proceedings of the 5th Asia Information Retrieval Symposium on Information Retrieval Technology
Opt-in detection based on call detail records
CCNC'09 Proceedings of the 6th IEEE Conference on Consumer Communications and Networking Conference
Tracking terrorism news threads by extracting eventsignatures
ISI'09 Proceedings of the 2009 IEEE international conference on Intelligence and security informatics
Towards recency ranking in web search
Proceedings of the third ACM international conference on Web search and data mining
Early online identification of attention gathering items in social media
Proceedings of the third ACM international conference on Web search and data mining
Optimal distance bounds for fast search on compressed time-series query logs
ACM Transactions on the Web (TWEB)
Anticipatory event detection for bursty events
PAISI'07 Proceedings of the 2007 Pacific Asia conference on Intelligence and security informatics
Modeling anticipatory event transitions
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Associated topic extraction for consumer generated media analysis
AAMAS'07/SOCASE'07 Proceedings of the 2007 AAMAS international workshop and SOCASE 2007 conference on Service-oriented computing: agents, semantics, and engineering
Recurrent predictive models for sequence segmentation
IDA'07 Proceedings of the 7th international conference on Intelligent data analysis
The possibility of an epidemic meme analogy for web community population analysis
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Tracing conceptual and geospatial diffusion of knowledge
OCSC'07 Proceedings of the 2nd international conference on Online communities and social computing
Towards knowledge extraction from weblogs and rule-based semantic querying
RuleML'07 Proceedings of the 2007 international conference on Advances in rule interchange and applications
Mining Query Logs: Turning Search Usage Data into Knowledge
Foundations and Trends in Information Retrieval
The flow of on-line information in global networks
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Exploiting time-based synonyms in searching document archives
Proceedings of the 10th annual joint conference on Digital libraries
Visual analysis of news streams with article threads
Proceedings of the First International Workshop on Novel Data Stream Pattern Mining Techniques
Mining the blogosphere for top news stories identification
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Metric forensics: a multi-level approach for mining volatile graphs
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Topic dynamics: an alternative model of bursts in streams of topics
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
Analysing information flows and key mediators through temporal centrality metrics
Proceedings of the 3rd Workshop on Social Network Systems
On helmholtz's principle for documents processing
Proceedings of the 10th ACM symposium on Document engineering
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
ADC '10 Proceedings of the Twenty-First Australasian Conference on Database Technologies - Volume 104
An efficient approach for mining segment-wise intervention rules in time-series streams
WAIM'10 Proceedings of the 11th international conference on Web-age information management
Detecting hot events from web search logs
WAIM'10 Proceedings of the 11th international conference on Web-age information management
A hybrid fraud scoring and spike detection technique in streaming data
Intelligent Data Analysis
An approach to indexing and clustering news stories using continuous language models
NLDB'10 Proceedings of the Natural language processing and information systems, and 15th international conference on Applications of natural language to information systems
Identifying, attributing and describing spatial bursts
Proceedings of the VLDB Endowment
Interesting-phrase mining for ad-hoc text analytics
Proceedings of the VLDB Endowment
InZeit: efficiently identifying insightful time points
Proceedings of the VLDB Endowment
Incremental algorithms for effective and efficient query recommendation
SPIRE'10 Proceedings of the 17th international conference on String processing and information retrieval
Understanding temporal query dynamics
Proceedings of the fourth ACM international conference on Web search and data mining
Dynamic relationship and event discovery
Proceedings of the fourth ACM international conference on Web search and data mining
Mining named entities with temporally correlated bursts from multilingual web news streams
Proceedings of the fourth ACM international conference on Web search and data mining
Trend analysis model: trend consists of temporal words, topics, and timestamps
Proceedings of the fourth ACM international conference on Web search and data mining
Citation recommendation without author supervision
Proceedings of the fourth ACM international conference on Web search and data mining
News article ranking: leveraging the wisdom of bloggers
RIAO '10 Adaptivity, Personalization and Fusion of Heterogeneous Information
The effects of time on query flow graph-based models for query suggestion
RIAO '10 Adaptivity, Personalization and Fusion of Heterogeneous Information
QuestionHolic: Hot topic discovery and trend analysis in community question answering systems
Expert Systems with Applications: An International Journal
Detecting changes in opinion value distribution for voter model
SBP'11 Proceedings of the 4th international conference on Social computing, behavioral-cultural modeling and prediction
Identifying topic experts and topic communities in the blogspace
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
BursT: a dynamic term weighting scheme for mining microblogging messages
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part III
Development of information filtering systems for disaster prevention
HCII'11 Proceedings of the 14th international conference on Human-computer interaction: users and applications - Volume Part IV
Hot topic detection in professional blogs
AMT'11 Proceedings of the 7th international conference on Active media technology
Revealing Associations between Events and Their Characteristic Items
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Disasters seen through Flickr cameras
Proceedings of the Special Workshop on Internet and Disasters
Genetic algorithm for burst detection and activity tracking in event streams
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Connecting Two (or Less) Dots: Discovering Structure in News Articles
ACM Transactions on Knowledge Discovery from Data (TKDD)
Fast burst correlation of financial data
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Granularity adaptive density estimation and on demand clustering of concept-drifting data streams
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
Learning models of relational stochastic processes
ECML'05 Proceedings of the 16th European conference on Machine Learning
Indices of novelty for emerging topic detection
Information Processing and Management: an International Journal
Adaptively detecting aggregation bursts in data streams
DASFAA'05 Proceedings of the 10th international conference on Database Systems for Advanced Applications
Mining semantic structures in movies
INAP'04/WLP'04 Proceedings of the 15th international conference on Applications of Declarative Programming and Knowledge Management, and 18th international conference on Workshop on Logic Programming
Bursty event detection from collaborative tags
World Wide Web
Mining and visualizing local experiences from blog entries
DEXA'06 Proceedings of the 17th international conference on Database and Expert Systems Applications
Keeping keywords fresh: a BM25 variation for personalized keyword extraction
Proceedings of the 2nd Temporal Web Analytics Workshop
Towards automatic detection and tracking of topic change
CICLing'10 Proceedings of the 11th international conference on Computational Linguistics and Intelligent Text Processing
Temporal representation in spike detection of sparse personal identity streams
WISI'06 Proceedings of the 2006 international conference on Intelligence and Security Informatics
Modeling and predicting behavioral dynamics on the web
Proceedings of the 21st international conference on World Wide Web
Your two weeks of fame and your grandmother's
Proceedings of the 21st international conference on World Wide Web
Detecting dynamic association among twitter topics
Proceedings of the 21st international conference companion on World Wide Web
Detecting unexpected correlation between a current topic and products from buzz marketing sites
DNIS'11 Proceedings of the 7th international conference on Databases in Networked Information Systems
Potential topics discovery from topic frequency transition with semi-supervised learning
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part II
Top-k interesting phrase mining in ad-hoc collections using sequence pattern indexing
Proceedings of the 15th International Conference on Extending Database Technology
Interactive graph matching and visual comparison of graphs and clustered graphs
Proceedings of the International Working Conference on Advanced Visual Interfaces
Early detection of buzzwords based on large-scale time-series analysis of blog entries
Proceedings of the 23rd ACM conference on Hypertext and social media
On the spatiotemporal burstiness of terms
Proceedings of the VLDB Endowment
Rise and fall patterns of information diffusion: model and implications
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
EventSearch: a system for event discovery and retrieval on multi-type historical data
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Co-occurring cluster mining for damage patterns analysis of a fuel cell
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
ACM Transactions on Management Information Systems (TMIS)
Ads and the city: considering geographic distance goes a long way
Proceedings of the sixth ACM conference on Recommender systems
Detecting and Tracking Topics and Events from Web Search Logs
ACM Transactions on Information Systems (TOIS)
Multifaceted analysis of news articles by using semantic annotated information
Proceedings of the fifth workshop on Exploiting semantic annotations in information retrieval
Finding bursty topics from microblogs
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
On the bursty evolution of online social networks
Proceedings of the First ACM International Workshop on Hot Topics on Interdisciplinary Social Networks Research
Twevent: segment-based event detection from tweets
Proceedings of the 21st ACM international conference on Information and knowledge management
ASV monitor: creating comparability of machine learning methods for content analysis
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Bursty subgraphs in social networks
Proceedings of the sixth ACM international conference on Web search and data mining
Mining the web to predict future events
Proceedings of the sixth ACM international conference on Web search and data mining
Learning to predict from textual data
Journal of Artificial Intelligence Research
Blog topic analysis using TF smoothing and LDA
Proceedings of the 7th International Conference on Ubiquitous Information Management and Communication
Monitoring User Evolution in Twitter
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Outskewer: Using Skewness to Spot Outliers in Samples and Time Series
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
The Retrieval of Important News Stories by Influence Propagation among Communities and Categories
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
Exploiting time in automatic image tagging
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
STEM: a spatio-temporal miner for bursty activity
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Constructing an anonymous dataset from the personal digital photo libraries of mac app store users
Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
Detecting changes in information diffusion patterns over social networks
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Sections on Paraphrasing; Intelligent Systems for Socially Aware Computing; Social Computing, Behavioral-Cultural Modeling, and Prediction
Information Processing and Management: an International Journal
Proceedings of the 22nd international conference on World Wide Web companion
Who broke the news?: an analysis on first reports of news events
Proceedings of the 22nd international conference on World Wide Web companion
Partitioning and ranking tagged data sources
Proceedings of the VLDB Endowment
NIFTY: a system for large scale information flow tracking and clustering
Proceedings of the 22nd international conference on World Wide Web
The self-feeding process: a unifying model for communication dynamics in the web
Proceedings of the 22nd international conference on World Wide Web
Detecting changes in content and posting time distributions in social media
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Behavioral dynamics on the web: Learning, modeling, and prediction
ACM Transactions on Information Systems (TOIS)
Identifying dynamics and collective behaviors in microblogging traces
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Exploiting online social data in ontology learning for event tracking and emergency response
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Robust detection of hyper-local events from geotagged social media data
Proceedings of the Thirteenth International Workshop on Multimedia Data Mining
Information diffusion in online social networks: a survey
ACM SIGMOD Record
Event detection using user interaction behavior models
Artificial Intelligence Review
AnchorMF: towards effective event context identification
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
How the live web feels about events
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
LDA-based online topic detection using tensor factorization
Journal of Information Science
Journal of Information Science
Real time event detection in twitter
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Spatio-temporal characteristics of bursty words in Twitter streams
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Event identification in web social media through named entity recognition and topic modeling
Data & Knowledge Engineering
Communications of the ACM
Using temporal bursts for query modeling
Information Retrieval
Novel document detection for massive data streams using distributed dictionary learning
IBM Journal of Research and Development
Hi-index | 0.02 |
A fundamental problem in text data mining is to extract meaningful structure from document streams that arrive continuously over time. E-mail and news articles are two natural examples of such streams, each characterized by topics that appear, grow in intensity for a period of time, and then fade away. The published literature in a particular research field can be seen to exhibit similar phenomena over a much longer time scale. Underlying much of the text mining work in this area is the following intuitive premise --- that the appearance of a topic in a document stream is signaled by a "burst of activity," with certain features rising sharply in frequency as the topic emerges.The goal of the present work is to develop a formal approach for modeling such "bursts," in such a way that they can be robustly and efficiently identified, and can provide an organizational framework for analyzing the underlying content. The approach is based on modeling the stream using an infinite-state automaton, in which bursts appear naturally as state transitions; in some ways, it can be viewed as drawing an analogy with models from queueing theory for bursty network traffic. The resulting algorithms are highly efficient, and yield a nested representation of the set of bursts that imposes a hierarchical structure on the overall stream. Experiments with e-mail and research paper archives suggest that the resulting structures have a natural meaning in terms of the content that gave rise to them.