ComputingComputer ScienceData ScienceFeature EngineeringMachine LearningNatural Language ProcessingEvent DetectionInformation ExtractionRelation ExtractionTemporal Feature EngineeringTemporal LogicTime Series ClassificationRelation ClassificationSupport Vector ClassificationSupport Vector Machine ClassificationTemporal ClassificationTemporal Expression ExtractionTemporal Feature DesignTemporal Relation ExtractionTemporal Relation Processing
We approached the temporal relation identification tasks of TempEval 2007 as pair-wise classification tasks. We introduced a variety of syntactically and semantically motivated features, including temporal-logic-based features derived from running our Task B system on the Task A and C data. We trained support vector machine models and achieved the second highest accuracies on the tasks: 61% on Task A, 75% on Task B and 54% on Task C.
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Chunking with support vector machines
Taku Kudo, Yūji Matsumoto · 2001 · 533 citations
Computing, Computer Science, English +14
Marc Verhagen, Robert Gaizauskas, Frank Schilder et al. · 2007 · 297 citations · Full text
Machine learning of temporal relations
Inderjeet Mani, Marc Verhagen, Ben Wellner et al. · 2006 · 288 citations · Full text
Support Vector Learning for Semantic Argument Classification
Sameer Pradhan, Kadri Hacıoğlu, Valerie Krugler et al. · Machine Learning · 2005 · 278 citations · Full text
Chunking with Support Vector Machines.
Journal of Natural Language Processing · 2002 · 59 citations · Full text