Document Type
Article
Department
Information Systems and Technology (CGU)
Publication Date
2008
Disciplines
Computer Sciences | Databases and Information Systems
Abstract
To solve crimes, investigators often rely on interviews with witnesses, victims, or criminals themselves. The interviews are transcribed and the pertinent data is contained in narrative form. To solve one crime, investigators may need to interview multiple people and then analyze the narrative reports. There are several difficulties with this process: interviewing people is time consuming, the interviews - sometimes conducted by multiple officers - need to be combined, and the resulting information may still be incomplete. For example, victims or witnesses are often too scared or embarrassed to report or prefer to remain anonymous. We are developing an online reporting system that combines natural language processing with insights from the cognitive interview approach to obtain more information from witnesses and victims. We report here on information extraction from police and witness narratives. We achieved high precision, 94% and 96%, and recall, 85% and 90%, for both narrative types.
Rights Information
© 2008 Institute of Electrical and Electronics Engineers (IEEE). This material is posted here with permission of the IEEE. Such permission of the IEEE does not in any way imply IEEE endorsement of any of The Claremont Colleges's products or services. Internal or personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution must be obtained from the IEEE by writing to pubs-permissions@ieee.org.
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Recommended Citation
C. H. Ku, A. Iriberri, and G.Leroy, "Crime Information Extraction from Police and Witness Narrative Reports," 2008 IEEE International Conference on Technologies for Homeland Security, May 12-13, 2008, Boston.
Comments
Previously linked to as: http://ccdl.libraries.claremont.edu/u?/irw,501.
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