2003 · 67 citations · 15 references
BusinessComputer ScienceInformation RetrievalNatural Language ProcessingText AnalyticsEvent DetectionEvent TrackingNews MediaText Similarity AnalysisTopic ManagementTopic ModelingEmerging Event DetectionEvent Evolution ModelingHierarchical Topic ModelsHierarchySimilarity MeasuresTopic EvolutionTopic Evolution AnalysisTopic Tracking
Topic detection and tracking approaches monitor broadcast news in order to spot new, previously unreported events and to track the development of the previously spotted ones. The dynamical nature of the events makes the use of state-of-the-art methods difficult. We present a new topic definition that has potential to model evolving events. We also discuss incorporating ontologies into the similarity measures of the topics, and illustrate a dynamic hierarchy that decreases the exhaustive computation performed in the TDT process. This is mainly work-in-progress.
15
A re-examination of text categorization methods
Yiming Yang, Xin Liu · 1999 · 2.7K citations · Full text
A study of retrospective and on-line event detection
Yiming Yang, Tom Pierce, Jaime Carbonell · 1998 · 731 citations
On-Line New Event Detection and Tracking
James Allan, Ron Papka, Victor Lavrenko · ACM SIGIR Forum · 2017 · 653 citations
On-line new event detection and tracking
James Allan, Ron Papka, Victor Lavrenko · 1998 · 524 citations