Scatter/Gather: a cluster-based approach to browsing large document collections
SIGIR '92 Proceedings of the 15th annual international ACM SIGIR conference on Research and development in information retrieval
Grouper: a dynamic clustering interface to Web search results
WWW '99 Proceedings of the eighth international conference on World Wide Web
Bursty and hierarchical structure in streams
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
On the bursty evolution of blogspace
WWW '03 Proceedings of the 12th international conference on World Wide Web
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
Learning to cluster web search results
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
A graph-theoretic approach to extract storylines from search results
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
The author-topic model for authors and documents
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
Information diffusion through blogspace
ACM SIGKDD Explorations Newsletter
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
Deriving marketing intelligence from online discussion
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Modeling and predicting personal information dissemination behavior
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Tracking Information Epidemics in Blogspace
WI '05 Proceedings of the 2005 IEEE/WIC/ACM International Conference on Web Intelligence
Group and topic discovery from relations and text
Proceedings of the 3rd international workshop on Link discovery
The political blogosphere and the 2004 U.S. election: divided they blog
Proceedings of the 3rd international workshop on Link discovery
CHI '07 Extended Abstracts on Human Factors in Computing Systems
Structural and temporal analysis of the blogosphere through community factorization
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Llama-b: automatic hyperlink authoring in the blogosphere
Proceedings of the nineteenth ACM conference on Hypertext and hypermedia
Understanding IPv6 Usage: Communities and Behaviors
APNOMS '08 Proceedings of the 11th Asia-Pacific Symposium on Network Operations and Management: Challenges for Next Generation Network Operations and Service Management
Blogging at work and the corporate attention economy
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Temporal and information flow based event detection from social text streams
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Social reader: following social networks in the wilds of the blogosphere
WSM '09 Proceedings of the first SIGMM workshop on Social media
WisColl: Collective wisdom based blog clustering
Information Sciences: an International Journal
Clustering and exploring search results using timeline constructions
Proceedings of the 18th ACM conference on Information and knowledge management
Utilizing Social Relationships for Blog Popularity Mining
AIRS '09 Proceedings of the 5th Asia Information Retrieval Symposium on Information Retrieval Technology
Web feed clustering and tagging aggregator using topological tree-based self-organizing maps
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
Discovery of latent subcommunities in a blog's readership
ACM Transactions on the Web (TWEB)
Quantifying sentiment and influence in blogspaces
Proceedings of the First Workshop on Social Media Analytics
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
Extracting collective expectations about the future from large text collections
Proceedings of the 20th ACM international conference on Information and knowledge management
Data in social network analysis
ICCMSN'08 Proceedings of the First international conference on Computer-Mediated Social Networking
Topic word selection for blogs by topic richness using web search result clustering
Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication
Discovering collective viewpoints on micro-blogging events based on community and temporal aspects
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
Collective viewpoint identification of low-level participation
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
A novel approach for clustering sentiments in Chinese blogs based on graph similarity
Computers & Mathematics with Applications
Community discovery and profiling with social messages
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Timelines as summaries of popular scheduled events
Proceedings of the 22nd international conference on World Wide Web companion
Identification of collective viewpoints on microblogs
Data & Knowledge Engineering
Finding keywords in blogs: Efficient keyword extraction in blog mining via user behaviors
Expert Systems with Applications: An International Journal
Keyword extraction for blogs based on content richness
Journal of Information Science
Social reader: towards browsing the social web
Multimedia Tools and Applications
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In recent years, weblogs, or blogs for short, have become an important form of online content. The personal nature of blogs, online interactions between bloggers, and the temporal nature of blog entries, differentiate blogs from other kinds of Web content. Bloggers interact with each other by linking to each other's posts, thus forming online communities. Within these communities, bloggers engage in discussions of certain issues, through entries in their blogs. Since these discussions are often initiated in response to online or offline events, a discussion typically lasts for a limited time duration. We wish to extract such temporal discussions, or stories, occurring within blogger communities, based on some query keywords. We propose a Content-Community-Time model that can leverage the content of entries, their timestamps, and the community structure of the blogs, to automatically discover stories. Doing so also allows us to discover hot stories. We demonstrate the effectiveness of our model through several case studies using real-world data collected from the blogosphere.