Open source intelligence gathering and topic modelling on cyber security incidents

This paper aims to demonstrate the use of Open Source Intelligence (OSINT) techniques to gather publicly available data on cyber risks and to predict current attack trends. The paper will start off by first introducing the current threat landscape. It will talk about the current state of the threat...

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Bibliographic Details
Main Author: Ang, Chuan Kai
Other Authors: Anwitaman Datta
Format: Final Year Project (FYP)
Language:English
Published: Nanyang Technological University 2020
Subjects:
Online Access:https://hdl.handle.net/10356/138004
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author Ang, Chuan Kai
author2 Anwitaman Datta
author_facet Anwitaman Datta
Ang, Chuan Kai
author_sort Ang, Chuan Kai
collection NTU
description This paper aims to demonstrate the use of Open Source Intelligence (OSINT) techniques to gather publicly available data on cyber risks and to predict current attack trends. The paper will start off by first introducing the current threat landscape. It will talk about the current state of the threat landscape, how the landscape will continuously evolve and the use of OSINT techniques to combat these upcoming rising threats. The paper will then move on to showcase the approach and methodology of using OSINT techniques. Using the defined approach, implementations will be performed accordingly. The implementation will start off by generating a list of publicly available online data sources. These sources will then be crawled using web spiders. The crawled data will then undergo processing. Processing will cleanse the crawled data of invalid data and format the crawled data into a suitable format for storing. The stored data will be queried for analysis. Findings from the analysis will then be displayed using visualization tools. From these findings, inferences are made and discussed. Recommendations deriving from the inferences will be given to the affected industry and businesses to help fight against the threats.
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spelling ntu-10356/1380042020-04-21T10:32:55Z Open source intelligence gathering and topic modelling on cyber security incidents Ang, Chuan Kai Anwitaman Datta School of Computer Science and Engineering anwitaman@ntu.edu.sg Engineering::Computer science and engineering::Computer applications This paper aims to demonstrate the use of Open Source Intelligence (OSINT) techniques to gather publicly available data on cyber risks and to predict current attack trends. The paper will start off by first introducing the current threat landscape. It will talk about the current state of the threat landscape, how the landscape will continuously evolve and the use of OSINT techniques to combat these upcoming rising threats. The paper will then move on to showcase the approach and methodology of using OSINT techniques. Using the defined approach, implementations will be performed accordingly. The implementation will start off by generating a list of publicly available online data sources. These sources will then be crawled using web spiders. The crawled data will then undergo processing. Processing will cleanse the crawled data of invalid data and format the crawled data into a suitable format for storing. The stored data will be queried for analysis. Findings from the analysis will then be displayed using visualization tools. From these findings, inferences are made and discussed. Recommendations deriving from the inferences will be given to the affected industry and businesses to help fight against the threats. Bachelor of Engineering (Computer Science) 2020-04-21T10:32:55Z 2020-04-21T10:32:55Z 2020 Final Year Project (FYP) https://hdl.handle.net/10356/138004 en SCSE19-0210 application/pdf Nanyang Technological University
spellingShingle Engineering::Computer science and engineering::Computer applications
Ang, Chuan Kai
Open source intelligence gathering and topic modelling on cyber security incidents
title Open source intelligence gathering and topic modelling on cyber security incidents
title_full Open source intelligence gathering and topic modelling on cyber security incidents
title_fullStr Open source intelligence gathering and topic modelling on cyber security incidents
title_full_unstemmed Open source intelligence gathering and topic modelling on cyber security incidents
title_short Open source intelligence gathering and topic modelling on cyber security incidents
title_sort open source intelligence gathering and topic modelling on cyber security incidents
topic Engineering::Computer science and engineering::Computer applications
url https://hdl.handle.net/10356/138004
work_keys_str_mv AT angchuankai opensourceintelligencegatheringandtopicmodellingoncybersecurityincidents