Skip to main content
main-content
Top

Hint

Swipe to navigate through the articles of this issue

11-04-2019

ANTON Framework Based on Semantic Focused Crawler to Support Web Crime Mining Using SVM

Journal:
Annals of Data Science
Authors:
Javad Hosseinkhani, Hamed Taherdoost, Solmaz Keikhaee
Important notes

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations

Abstract

Crime analysis is one of the important activities in information security agencies. They collect the crimes data with appropriate procedures and tools from the Web. The main challenge which many of these agencies are facing is to have an efficient and accurate analysis of the increasing rate of crime information. The cybercrime information presented on Web pages are in the form of text and need to be analyzed and investigated. Although some approaches have been presented to support Web crime mining, the issues of efficiency and effectiveness still exist. Due to the fact that most of the crime information is based on Web ontology, semantic technology can be used to study the patterns and the process of Web crimes. Therefore, in order to extract and reveal the Internet crime, an improved Web ontology is useful to extract the characteristics and relationships among Web pages for the recreation and extraction of crime scenarios. The main purpose of this study is to develop an optimized ontology-based approach for Web crime mining. The proposed framework was designed based on enhanced crime ontology using ant-miner focused crawler, which drew inspiration from biological researches on the ant foraging behavior. Ant-colony optimization was used to optimize the proposed framework. The proposed work was evaluated based on accuracy criteria. The evaluation results show that this research provides an effective solution through crime ontologies and an enhanced ant-based crawler.

Please log in to get access to this content

To get access to this content you need the following product:

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 50.000 Bücher
  • über 380 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Umwelt
  • Maschinenbau + Werkstoffe




Testen Sie jetzt 30 Tage kostenlos.

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 69.000 Bücher
  • über 500 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Umwelt
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Testen Sie jetzt 30 Tage kostenlos.

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 58.000 Bücher
  • über 300 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Testen Sie jetzt 30 Tage kostenlos.

Literature
About this article

Premium Partner

    Image Credits