Text Mining in Cybersecurity: Exploring Threats and Opportunities
The number of cyberattacks on organizations is growing. To increase cyber resilience, organizations need to obtain foresight to anticipate cybersecurity vulnerabilities, developments, and potential threats. This paper describes a tool that combines state of the art text mining and information retrie...
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doaj-8f44bc2dca134886a79c2ecaf7d8c6982020-11-25T01:30:59ZengMDPI AGMultimodal Technologies and Interaction2414-40882019-09-01336210.3390/mti3030062mti3030062Text Mining in Cybersecurity: Exploring Threats and OpportunitiesMaaike H. T. de Boer0Babette J. Bakker1Erik Boertjes2Mike Wilmer3Stephan Raaijmakers4Rick van der Kleij5Data Science, TNO, 2592 DA The Hague, The NetherlandsStrategy and Policy, TNO, 2592 DA The Hague, The NetherlandsBloomingData, 2512 XA The Hague, The NetherlandsData Science, TNO, 2592 DA The Hague, The NetherlandsData Science, TNO, 2592 DA The Hague, The NetherlandsHuman Behavior and Organisational Innovations, TNO, P.O. Box 23, 3769 ZG Soesterberg, The NetherlandsThe number of cyberattacks on organizations is growing. To increase cyber resilience, organizations need to obtain foresight to anticipate cybersecurity vulnerabilities, developments, and potential threats. This paper describes a tool that combines state of the art text mining and information retrieval techniques to explore the opportunities of using these techniques in the cybersecurity domain. Our tool, the Horizon Scanner, can scrape and store data from websites, blogs and PDF articles, and search a database based on a user query, show textual entities in a graph, and provide and visualize potential trends. The aim of the Horizon Scanner is to help experts explore relevant data sources for potential threats and trends and to speed up the process of foresight. In a requirements session and user evaluation of the tool with cyber experts from the Dutch Defense Cyber Command, we explored whether the Horizon Scanner tool has the potential to fulfill its aim in the cybersecurity domain. Although the overall evaluation of the tool was not as good as expected, some aspects of the tool were found to have added value, providing us with valuable insights into how to design decision support for forecasting analysts.https://www.mdpi.com/2414-4088/3/3/62information retrievalforesightdigital crimecyber securitycyber resiliencetrend analysis |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Maaike H. T. de Boer Babette J. Bakker Erik Boertjes Mike Wilmer Stephan Raaijmakers Rick van der Kleij |
spellingShingle |
Maaike H. T. de Boer Babette J. Bakker Erik Boertjes Mike Wilmer Stephan Raaijmakers Rick van der Kleij Text Mining in Cybersecurity: Exploring Threats and Opportunities Multimodal Technologies and Interaction information retrieval foresight digital crime cyber security cyber resilience trend analysis |
author_facet |
Maaike H. T. de Boer Babette J. Bakker Erik Boertjes Mike Wilmer Stephan Raaijmakers Rick van der Kleij |
author_sort |
Maaike H. T. de Boer |
title |
Text Mining in Cybersecurity: Exploring Threats and Opportunities |
title_short |
Text Mining in Cybersecurity: Exploring Threats and Opportunities |
title_full |
Text Mining in Cybersecurity: Exploring Threats and Opportunities |
title_fullStr |
Text Mining in Cybersecurity: Exploring Threats and Opportunities |
title_full_unstemmed |
Text Mining in Cybersecurity: Exploring Threats and Opportunities |
title_sort |
text mining in cybersecurity: exploring threats and opportunities |
publisher |
MDPI AG |
series |
Multimodal Technologies and Interaction |
issn |
2414-4088 |
publishDate |
2019-09-01 |
description |
The number of cyberattacks on organizations is growing. To increase cyber resilience, organizations need to obtain foresight to anticipate cybersecurity vulnerabilities, developments, and potential threats. This paper describes a tool that combines state of the art text mining and information retrieval techniques to explore the opportunities of using these techniques in the cybersecurity domain. Our tool, the Horizon Scanner, can scrape and store data from websites, blogs and PDF articles, and search a database based on a user query, show textual entities in a graph, and provide and visualize potential trends. The aim of the Horizon Scanner is to help experts explore relevant data sources for potential threats and trends and to speed up the process of foresight. In a requirements session and user evaluation of the tool with cyber experts from the Dutch Defense Cyber Command, we explored whether the Horizon Scanner tool has the potential to fulfill its aim in the cybersecurity domain. Although the overall evaluation of the tool was not as good as expected, some aspects of the tool were found to have added value, providing us with valuable insights into how to design decision support for forecasting analysts. |
topic |
information retrieval foresight digital crime cyber security cyber resilience trend analysis |
url |
https://www.mdpi.com/2414-4088/3/3/62 |
work_keys_str_mv |
AT maaikehtdeboer textminingincybersecurityexploringthreatsandopportunities AT babettejbakker textminingincybersecurityexploringthreatsandopportunities AT erikboertjes textminingincybersecurityexploringthreatsandopportunities AT mikewilmer textminingincybersecurityexploringthreatsandopportunities AT stephanraaijmakers textminingincybersecurityexploringthreatsandopportunities AT rickvanderkleij textminingincybersecurityexploringthreatsandopportunities |
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