Topic Detection and Tracking

GPTKB entity

Statements (49)
Predicate Object
gptkbp:instanceOf Natural language processing task
gptkbp:abbreviation gptkb:TDT
gptkbp:challenge scalability
real-time processing
multilingual data
story overlap
topic drift
gptkbp:focusesOn automatic identification of topics in text streams
gptkbp:hasApplication trend analysis
media monitoring
alerting systems
gptkbp:hasEvaluation TDT evaluation conferences
gptkbp:hasSubtask topic detection
first story detection
story link detection
story segmentation
topic tracking
https://www.w3.org/2000/01/rdf-schema#label Topic Detection and Tracking
gptkbp:includes topic detection
topic tracking
gptkbp:includesMetric precision
F1 score
recall
false alarm rate
miss probability
gptkbp:memiliki_tugas detecting new topics
segmenting text streams into stories
tracking existing topics
gptkbp:originatedIn gptkb:DARPA
late 1990s
gptkbp:referencedIn gptkb:James_Allan
TDT research papers
Wayne Byrne
gptkbp:relatedTo gptkb:dictionary
gptkb:machine_learning
clustering
text mining
information filtering
gptkbp:trainer TDT corpora
gptkbp:usedIn information retrieval
news analysis
event detection
gptkbp:uses neural networks
probabilistic models
clustering algorithms
vector space models
similarity measures
gptkbp:bfsParent gptkb:TDT
gptkbp:bfsLayer 7