Interactive Ambiguity Resolution of Named Entities in Fictional Literature

dc.contributor.authorStoffel, Florianen_US
dc.contributor.authorJentner, Wolfgangen_US
dc.contributor.authorBehrisch, Michaelen_US
dc.contributor.authorFuchs, Johannesen_US
dc.contributor.authorKeim, Daniel A.en_US
dc.contributor.editorHeer, Jeffrey and Ropinski, Timo and van Wijk, Jarkeen_US
dc.date.accessioned2017-06-12T05:22:32Z
dc.date.available2017-06-12T05:22:32Z
dc.date.issued2017
dc.description.abstractNamed entity recognition (NER) denotes the task to detect entities and their corresponding classes, such as person or location, in unstructured text data. For most applications, state of the art NER software is producing reasonable results. However, as a consequence of the methodological limitations and the well-known pitfalls when analyzing natural language data, the NER results are likely to contain ambiguities. In this paper, we present an interactive NER ambiguity resolution technique, which enables users to create (post-processing) rules for named entity recognition data based on the content and entity context of the analyzed documents. We specifically address the problem that in use-cases where ambiguities are problematic, such as the attribution of fictional characters with traits, it is often unfeasible to train models on custom data to improve state of the art NER software. We derive an iterative process model for improving NER results, show an interactive NER ambiguity resolution prototype, illustrate our approach with contemporary literature, and discuss our work and future research.en_US
dc.description.number3
dc.description.sectionheadersText and Time Visualization
dc.description.seriesinformationComputer Graphics Forum
dc.description.volume36
dc.identifier.doi10.1111/cgf.13179
dc.identifier.issn1467-8659
dc.identifier.pages189-200
dc.identifier.urihttps://doi.org/10.1111/cgf.13179
dc.identifier.urihttps://diglib.eg.org:443/handle/10.1111/cgf13179
dc.publisherThe Eurographics Association and John Wiley & Sons Ltd.en_US
dc.subjectH.5.2 [Computer Graphics]
dc.subjectInformation Interfaces and Presentation
dc.subjectGraphical user interfaces
dc.subjectI.7.m [Document and Text Processing]
dc.subjectMiscellaneous
dc.subject
dc.subjectJ.5 [Computer Applications]
dc.subjectArts and Humanities
dc.subjectLiterature
dc.titleInteractive Ambiguity Resolution of Named Entities in Fictional Literatureen_US
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