A novel cognitive computing technique using convolutional networks for automating the criminal investigation process in policing

Francesco Schiliro*, Amin Beheshti, Nour Moustafa

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contributionpeer-review

1 Citation (Scopus)

Abstract

Criminal Investigation (CI) plays an important role in policing, where police use various traditional techniques to investigate criminal activities such as robbery and assault. However, the techniques should hybrid with the use of artificial intelligence to analyze and determine different crime types for taking actions in real-time. In contrast with the manual process of investigating a large amount of data collected related to a criminal investigation. In this paper, we present a novel Cognitive Computing enabled Convolution Neural Networks (CC-CNN) approach for identifying crime types, such as robbery and assault, collected from unstructured textual data. We develop learning algorithms and provide a cognitive assistant to assist a police investigator in easily understanding crime types. We train and validate the CC-CNN technique on two datasets including handcrafted text-crime dataset and sentiment polarity dataset of negative and positive reviews. The experimental results show that our approach performs at a high level in terms of accuracy, error rate and time processing using both datasets.
Original languageEnglish
Title of host publicationIntelligent Systems and Applications
Subtitle of host publicationProceedings of the 2020 Intelligent Systems Conference (IntelliSys) Volume 1
EditorsKohei Arai, Supriya Kapoor, Rahul Bhatia
Place of PublicationCham, Switzerland
PublisherSpringer, Springer Nature
Pages528-539
Number of pages12
Volume1
ISBN (Electronic)9783030551803
ISBN (Print)9783030551797
DOIs
Publication statusPublished - 2021
EventIntelligent Systems Conference (IntelliSys) (6th : 2020) - Virtual
Duration: 3 Sep 20204 Sep 2020

Publication series

NameAdvances in Intelligent Systems and Computing
Volume1250 AISC
ISSN (Print)2194-5357
ISSN (Electronic)2194-5365

Conference

ConferenceIntelligent Systems Conference (IntelliSys) (6th : 2020)
Abbreviated titleIntelliSys 2020
Period3/09/204/09/20

Keywords

  • Crime Investigation
  • Convolution Neural Networks
  • Cognitive Computing
  • Police investigation

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