 |
 |
|
DataSys 2023 Congress
June 26, 2023 to June 30, 2023 - Nice, Saint-Laurent-du-Var, France
- AICT 2023, The Nineteenth Advanced International Conference on Telecommunications
- ICIW 2023, The Eighteenth International Conference on Internet and Web Applications and Services
- ICIMP 2023, The Eighteenth International Conference on Internet Monitoring and Protection
- SMART 2023, The Twelfth International Conference on Smart Cities, Systems, Devices and Technologies
- IMMM 2023, The Thirteenth International Conference on Advances in Information Mining and Management
- INFOCOMP 2023, The Thirteenth International Conference on Advanced Communications and Computation
- MOBILITY 2023, The Thirteenth International Conference on Mobile Services, Resources, and Users
- SPWID 2023, The Ninth International Conference on Smart Portable, Wearable, Implantable and Disability-oriented Devices and Systems
- ACCSE 2023, The Eighth International Conference on Advances in Computation, Communications and Services
ComputationWorld 2023 Congress
June 26, 2023 to June 30, 2023 - Nice, Saint-Laurent-du-Var, France
- SERVICE COMPUTATION 2023, The Fifteenth International Conference on Advanced Service Computing
- CLOUD COMPUTING 2023, The Fourteenth International Conference on Cloud Computing, GRIDs, and Virtualization
- FUTURE COMPUTING 2023, The Fifteenth International Conference on Future Computational Technologies and Applications
- COGNITIVE 2023, The Fifteenth International Conference on Advanced Cognitive Technologies and Applications
- ADAPTIVE 2023, The Fifteenth International Conference on Adaptive and Self-Adaptive Systems and Applications
- CONTENT 2023, The Fifteenth International Conference on Creative Content Technologies
- PATTERNS 2023, The Fifteenth International Conference on Pervasive Patterns and Applications
- COMPUTATION TOOLS 2023, The Fourteenth International Conference on Computational Logics, Algebras, Programming, Tools, and Benchmarking
- BUSTECH 2023, The Thirteenth International Conference on Business Intelligence and Technology
NetWare 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal
- SENSORCOMM 2023, The Seventeenth International Conference on Sensor Technologies and Applications
- SENSORDEVICES 2023, The Fourteenth International Conference on Sensor Device Technologies and Applications
- SECURWARE 2023, The Seventeenth International Conference on Emerging Security Information, Systems and Technologies
- AFIN 2023, The Fifteenth International Conference on Advances in Future Internet
- CENICS 2023, The Sixteenth International Conference on Advances in Circuits, Electronics and Micro-electronics
- ICQNM 2023, The Seventeenth International Conference on Quantum, Nano/Bio, and Micro Technologies
- FASSI 2023, The Ninth International Conference on Fundamentals and Advances in Software Systems Integration
- GREEN 2023, The Eighth International Conference on Green Communications, Computing and Technologies
NexTech 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal
- UBICOMM 2023, The Seventeenth International Conference on Mobile Ubiquitous Computing, Systems, Services and Technologies
- ADVCOMP 2023, The Seventeenth International Conference on Advanced Engineering Computing and Applications in Sciences
- SEMAPRO 2023, The Seventeenth International Conference on Advances in Semantic Processing
- AMBIENT 2023, The Thirteenth International Conference on Ambient Computing, Applications, Services and Technologies
- EMERGING 2023, The Fifteenth International Conference on Emerging Networks and Systems Intelligence
- DATA ANALYTICS 2023, The Twelfth International Conference on Data Analytics
- GLOBAL HEALTH 2023, The Twelfth International Conference on Global Health Challenges
- CYBER 2023, The Eighth International Conference on Cyber-Technologies and Cyber-Systems
TrendNews 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal
- CORETA 2023, Advances on Core Technologies and Applications
- DIGITAL 2023, Advances on Societal Digital Transformation
SocSys 2023 Congress
November 13, 2023 to November 17, 2023 - Valencia, Spain
SoftNet 2023 Congress
November 13, 2023 to November 17, 2023 - Valencia, Spain
- ICSEA 2023, The Eighteenth International Conference on Software Engineering Advances
- ICSNC 2023, The Eighteenth International Conference on Systems and Networks Communications
- CENTRIC 2023, The Sixteenth International Conference on Advances in Human-oriented and Personalized Mechanisms, Technologies, and Services
- VALID 2023, The Fifteenth International Conference on Advances in System Testing and Validation Lifecycle
- SIMUL 2023, The Fifteenth International Conference on Advances in System Simulation
- SOTICS 2023, The Thirteenth International Conference on Social Media Technologies, Communication, and Informatics
- INNOV 2023, The Twelfth International Conference on Communications, Computation, Networks and Technologies
- HEALTHINFO 2023, The Eighth International Conference on Informatics and Assistive Technologies for Health-Care, Medical Support and Wellbeing
IARIA Congress 2023, The 2023 IARIA Annual Congress on Frontiers in Science, Technology, Services, and Applications
November 13, 2023 to November 17, 2023 - Valencia, Spain
|
|
|
|
|
|
ThinkMind // CYBER 2019, The Fourth International Conference on Cyber-Technologies and Cyber-Systems // View article cyber_2019_3_30_80058
Eavesdropping Hackers: Detecting Software Vulnerability Communication on Social Media Using Text Mining
 Authors:
Andrei Lima Queiroz
Susan Mckeever
Brian Keegan Keywords: cyber security threat intelligence; software vulnerability; machine learning; text mining; social media, hacker communication Abstract:
Cyber security is striving to find new forms of pro- tection against hacker attacks. An emerging approach nowadays is the investigation of security-related messages exchanged on Deep/Dark Web and even Surface Web channels. This approach can be supported by the use of supervised machine learning models and text mining techniques. In our work, we compare a variety of machine learning algorithms, text representations and dimension reduction approaches for the detection accu- racies of software-vulnerability-related communications. Given the imbalanced nature of the three public datasets used, we investigate appropriate sampling approaches to boost detection accuracies of our models. In addition, we examine how feature reduction techniques, such as Document Frequency Reduction, Chi-square and Singular Value Decomposition (SVD) can be used to reduce the number of features of the model without impacting the detection performance. We conclude that: (1) a Support Vector Machine (SVM) algorithm used with traditional Bag of Words achieved highest accuracies (2) The increase of the minority class with Random Oversampling technique improves the detection performance of the model by 5% on average, and (3) The number of features of the model can be reduced by up to 10% without affecting the detection performance. Also, we have provided the labelled dataset used in this work for further research. These findings can be used to support Cyber Security Threat Intelligence (CTI) with respect to the use of text mining techniques for detecting security-related communication. Pages: 41 to 48 Copyright: Copyright (c) IARIA, 2019 Publication date: September 22, 2019 Published in: conference ISSN: 2519-8599 ISBN: 978-1-61208-743-6 Location: Porto, Portugal Dates: from September 22, 2019 to September 26, 2019
|
|
SERVICES  CONTACT
2010 - 2022 © ThinkMind. All rights reserved.
Read Terms of Service and Privacy Policy. |
|
|
|
