Title :
Natural Language Processing and e-Government: Extracting Reusable Crime Report Information
Author :
Iriberri, Alicia ; Leroy, Gondy
Author_Institution :
Claremont Graduate Univ., Claremont
Abstract :
Crime reporting needs to be possible 24/7. Although 911 and tip-lines are the most publicized reporting mechanisms, several other options exist, ranging from in-person reporting to online submissions. Internet-based crime reporting systems allow victims and witnesses of crime to report incidents to police 24/7 from any location. However, these existing e-mail and text-based systems provide little support for witnesses´ memory recall leading to reports with less information and lower accuracy. These systems also do not facilitate reuse and integration of the reported information with other information systems. We are developing an anonymous Online Crime Reporting System that is designed to extract relevant crime information from witness´ narratives and to ask additional questions based on that information. We leverage natural language processing and investigative interviewing techniques to support memory recall and map the information directly to a database to support information reuse. We report on the evaluation of the Suspect Description Module (SDM) of the system. Our interface captures 70% (recall) of information from witness narratives with 100% precision. Additional modules will follow the design and development methods used with this module.
Keywords :
Internet; government data processing; information retrieval; natural language processing; Internet-based crime reporting system; database management system; electronic government; information extraction; information reuse; natural language processing; suspect description module; text-based system; Data mining; Databases; Design methodology; Electronic government; Information systems; Internet; Law enforcement; Legislation; Natural language processing; Resource management;
Conference_Titel :
Information Reuse and Integration, 2007. IRI 2007. IEEE International Conference on
Conference_Location :
Las Vegas, IL
Print_ISBN :
1-4244-1500-4
Electronic_ISBN :
1-4244-1500-4
DOI :
10.1109/IRI.2007.4296624