Machine Learning For Authorship Attribution And Cyber Forensics

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Machine Learning for Authorship Attribution and Cyber Forensics

Author : Farkhund Iqbal
Publisher : Springer Nature
ISBN 13 : 3030616754
Total Pages : 158 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Machine Learning for Authorship Attribution and Cyber Forensics by : Farkhund Iqbal

Download or read book Machine Learning for Authorship Attribution and Cyber Forensics written by Farkhund Iqbal and published by Springer Nature. This book was released on 2020-12-04 with total page 158 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book first explores the cybersecurity’s landscape and the inherent susceptibility of online communication system such as e-mail, chat conversation and social media in cybercrimes. Common sources and resources of digital crimes, their causes and effects together with the emerging threats for society are illustrated in this book. This book not only explores the growing needs of cybersecurity and digital forensics but also investigates relevant technologies and methods to meet the said needs. Knowledge discovery, machine learning and data analytics are explored for collecting cyber-intelligence and forensics evidence on cybercrimes. Online communication documents, which are the main source of cybercrimes are investigated from two perspectives: the crime and the criminal. AI and machine learning methods are applied to detect illegal and criminal activities such as bot distribution, drug trafficking and child pornography. Authorship analysis is applied to identify the potential suspects and their social linguistics characteristics. Deep learning together with frequent pattern mining and link mining techniques are applied to trace the potential collaborators of the identified criminals. Finally, the aim of the book is not only to investigate the crimes and identify the potential suspects but, as well, to collect solid and precise forensics evidence to prosecute the suspects in the court of law.

Authorship Attribution

Author : Patrick Juola
Publisher : Now Publishers Inc
ISBN 13 : 160198118X
Total Pages : 116 pages
Book Rating : 4.6/5 (19 download)

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Book Synopsis Authorship Attribution by : Patrick Juola

Download or read book Authorship Attribution written by Patrick Juola and published by Now Publishers Inc. This book was released on 2008 with total page 116 pages. Available in PDF, EPUB and Kindle. Book excerpt: Authorship Attribution surveys the history and present state of the discipline, presenting some comparative results where available. It also provides a theoretical and empirically-tested basis for further work. Many modern techniques are described and evaluated, along with some insights for application for novices and experts alike.

Social Network Analytics for Contemporary Business Organizations

Author : Bansal, Himani
Publisher : IGI Global
ISBN 13 : 1522550984
Total Pages : 339 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Social Network Analytics for Contemporary Business Organizations by : Bansal, Himani

Download or read book Social Network Analytics for Contemporary Business Organizations written by Bansal, Himani and published by IGI Global. This book was released on 2018-03-23 with total page 339 pages. Available in PDF, EPUB and Kindle. Book excerpt: Social technology is quickly becoming a vital tool in our personal, educational, and professional lives. Its use must be further examined in order to determine the role of social media technology in organizational settings to promote business development and growth. Social Network Analytics for Contemporary Business Organizations is a critical scholarly resource that analyzes the application of social media in business applications. Featuring coverage on a broad range of topics, such as business management, dynamic networks, and online interaction, this book is geared towards professionals, researchers, academics, students, managers, and practitioners actively involved in the business industry.

Deception in Authorship Attribution

Author : Sadia Afroz
Publisher :
ISBN 13 :
Total Pages : 182 pages
Book Rating : 4.:/5 (88 download)

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Book Synopsis Deception in Authorship Attribution by : Sadia Afroz

Download or read book Deception in Authorship Attribution written by Sadia Afroz and published by . This book was released on 2013 with total page 182 pages. Available in PDF, EPUB and Kindle. Book excerpt: In digital forensics, questions often arise about the authors of documents: their identity, demographic background, and whether they can be linked to other documents. The field of stylometry uses linguistic features and machine learning techniques to answer these questions. While stylometry techniques can identify authors with high accuracy in non-adversarial scenarios, their accuracy is reduced to random guessing when faced with authors who intentionally obfuscate their writing style or attempt to imitate that of another author. Most authorship attribution methods were not evaluated in challenging real-world datasets with foreign language and unconventional spelling (e.g. l33tsp3ak). In this thesis we explore the performance of authorship attribution methods in adversarial settings where authors take measures to hide their identity by changing their writing style and by creating multiple identities. We show that using a large feature set, it is possible to distinguish regular documents from deceptive documents with high accuracy and present an analysis of linguistic features that can be modified to hide writing style. We show how to adapt regular authorship attribution to difficult datasets such as leaked underground forum and present a method for detecting multiple identities of authors. We demonstrate the utility of our approach with a case study that includes applying our technique to an underground forum and manual analysis to validate the results, enabling the discovery of previously undetected multiple accounts.

Intelligent Systems Technologies and Applications

Author : Sabu M. Thampi
Publisher : Springer
ISBN 13 : 3319683853
Total Pages : 442 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Intelligent Systems Technologies and Applications by : Sabu M. Thampi

Download or read book Intelligent Systems Technologies and Applications written by Sabu M. Thampi and published by Springer. This book was released on 2017-10-20 with total page 442 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-conference proceedings of the third International Symposium on Intelligent Systems Technologies and Applications (ISTA’17), September 13-16, 2017, Manipal, Karnataka, India. All submissions were evaluated on the basis of their significance, novelty, and technical quality. This proceedings contains 34 papers selected for presentation at the Symposium.

Cyber Security Cryptography and Machine Learning

Author : Shlomi Dolev
Publisher : Springer
ISBN 13 : 331960080X
Total Pages : 318 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Cyber Security Cryptography and Machine Learning by : Shlomi Dolev

Download or read book Cyber Security Cryptography and Machine Learning written by Shlomi Dolev and published by Springer. This book was released on 2017-06-14 with total page 318 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the first International Symposium on Cyber Security Cryptography and Machine Learning, held in Beer-Sheva, Israel, in June 2017. The 17 full and 4 short papers presented include cyber security; secure software development methodologies, formal methods semantics and verification of secure systems; fault tolerance, reliability, availability of distributed secure systems; game-theoretic approaches to secure computing; automatic recovery of self-stabilizing and self-organizing systems; communication, authentication and identification security; cyber security for mobile and Internet of things; cyber security of corporations; security and privacy for cloud, edge and fog computing; cryptography; cryptographic implementation analysis and construction; secure multi-party computation; privacy-enhancing technologies and anonymity; post-quantum cryptography and security; machine learning and big data; anomaly detection and malware identification; business intelligence and security; digital forensics; digital rights management; trust management and reputation systems; information retrieval, risk analysis, DoS.

Security and Artificial Intelligence

Author : Lejla Batina
Publisher : Springer Nature
ISBN 13 : 3030987957
Total Pages : 365 pages
Book Rating : 4.0/5 (39 download)

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Book Synopsis Security and Artificial Intelligence by : Lejla Batina

Download or read book Security and Artificial Intelligence written by Lejla Batina and published by Springer Nature. This book was released on 2022-04-07 with total page 365 pages. Available in PDF, EPUB and Kindle. Book excerpt: AI has become an emerging technology to assess security and privacy, with many challenges and potential solutions at the algorithm, architecture, and implementation levels. So far, research on AI and security has looked at subproblems in isolation but future solutions will require sharing of experience and best practice in these domains. The editors of this State-of-the-Art Survey invited a cross-disciplinary team of researchers to a Lorentz workshop in 2019 to improve collaboration in these areas. Some contributions were initiated at the event, others were developed since through further invitations, editing, and cross-reviewing. This contributed book contains 14 invited chapters that address side-channel attacks and fault injection, cryptographic primitives, adversarial machine learning, and intrusion detection. The chapters were evaluated based on their significance, technical quality, and relevance to the topics of security and AI, and each submission was reviewed in single-blind mode and revised.

Machine Learning Methods for Stylometry

Author : Jacques Savoy
Publisher : Springer Nature
ISBN 13 : 3030533603
Total Pages : 286 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Machine Learning Methods for Stylometry by : Jacques Savoy

Download or read book Machine Learning Methods for Stylometry written by Jacques Savoy and published by Springer Nature. This book was released on 2020-09-28 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents methods and approaches used to identify the true author of a doubtful document or text excerpt. It provides a broad introduction to all text categorization problems (like authorship attribution, psychological traits of the author, detecting fake news, etc.) grounded in stylistic features. Specifically, machine learning models as valuable tools for verifying hypotheses or revealing significant patterns hidden in datasets are presented in detail. Stylometry is a multi-disciplinary field combining linguistics with both statistics and computer science. The content is divided into three parts. The first, which consists of the first three chapters, offers a general introduction to stylometry, its potential applications and limitations. Further, it introduces the ongoing example used to illustrate the concepts discussed throughout the remainder of the book. The four chapters of the second part are more devoted to computer science with a focus on machine learning models. Their main aim is to explain machine learning models for solving stylometric problems. Several general strategies used to identify, extract, select, and represent stylistic markers are explained. As deep learning represents an active field of research, information on neural network models and word embeddings applied to stylometry is provided, as well as a general introduction to the deep learning approach to solving stylometric questions. In turn, the third part illustrates the application of the previously discussed approaches in real cases: an authorship attribution problem, seeking to discover the secret hand behind the nom de plume Elena Ferrante, an Italian writer known worldwide for her My Brilliant Friend’s saga; author profiling in order to identify whether a set of tweets were generated by a bot or a human being and in this second case, whether it is a man or a woman; and an exploration of stylistic variations over time using US political speeches covering a period of ca. 230 years. A solutions-based approach is adopted throughout the book, and explanations are supported by examples written in R. To complement the main content and discussions on stylometric models and techniques, examples and datasets are freely available at the author’s Github website.

Advances in Digital Forensics X

Author : Gilbert Peterson
Publisher : Springer
ISBN 13 : 3662449528
Total Pages : 336 pages
Book Rating : 4.6/5 (624 download)

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Book Synopsis Advances in Digital Forensics X by : Gilbert Peterson

Download or read book Advances in Digital Forensics X written by Gilbert Peterson and published by Springer. This book was released on 2014-10-09 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: Digital forensics deals with the acquisition, preservation, examination, analysis and presentation of electronic evidence. Networked computing, wireless communications and portable electronic devices have expanded the role of digital forensics beyond traditional computer crime investigations. Practically every crime now involves some aspect of digital evidence; digital forensics provides the techniques and tools to articulate this evidence. Digital forensics also has myriad intelligence applications. Furthermore, it has a vital role in information assurance -- investigations of security breaches yield valuable information that can be used to design more secure systems. Advances in Digital Forensics X describes original research results and innovative applications in the discipline of digital forensics. In addition, it highlights some of the major technical and legal issues related to digital evidence and electronic crime investigations. The areas of coverage include: - Internet Crime Investigations; - Forensic Techniques; - Mobile Device Forensics; - Forensic Tools and Training. This book is the 10th volume in the annual series produced by the International Federation for Information Processing (IFIP) Working Group 11.9 on Digital Forensics, an international community of scientists, engineers and practitioners dedicated to advancing the state of the art of research and practice in digital forensics. The book contains a selection of twenty-two edited papers from the 10th Annual IFIP WG 11.9 International Conference on Digital Forensics, held in Vienna, Austria in the winter of 2014. Advances in Digital Forensics X is an important resource for researchers, faculty members and graduate students, as well as for practitioners and individuals engaged in research and development efforts for the law enforcement and intelligence communities.

Machine Learning Method for Authorship Attribution

Author : Xianfeng Hu
Publisher :
ISBN 13 : 9781321903911
Total Pages : 74 pages
Book Rating : 4.9/5 (39 download)

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Book Synopsis Machine Learning Method for Authorship Attribution by : Xianfeng Hu

Download or read book Machine Learning Method for Authorship Attribution written by Xianfeng Hu and published by . This book was released on 2015 with total page 74 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Advances in Digital Forensics IX

Author : Gilbert Peterson
Publisher : Springer
ISBN 13 : 3642411487
Total Pages : 398 pages
Book Rating : 4.6/5 (424 download)

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Book Synopsis Advances in Digital Forensics IX by : Gilbert Peterson

Download or read book Advances in Digital Forensics IX written by Gilbert Peterson and published by Springer. This book was released on 2013-10-09 with total page 398 pages. Available in PDF, EPUB and Kindle. Book excerpt: Digital forensics deals with the acquisition, preservation, examination, analysis and presentation of electronic evidence. Networked computing, wireless communications and portable electronic devices have expanded the role of digital forensics beyond traditional computer crime investigations. Practically every crime now involves some aspect of digital evidence; digital forensics provides the techniques and tools to articulate this evidence. Digital forensics also has myriad intelligence applications. Furthermore, it has a vital role in information assurance - investigations of security breaches yield valuable information that can be used to design more secure systems. Advances in Digital Forensics IX describe original research results and innovative applications in the discipline of digital forensics. In addition, it highlights some of the major technical and legal issues related to digital evidence and electronic crime investigations. The areas of coverage include: Themes and Issues, Forensic Models, Forensic Techniques, File system Forensics, Network Forensics, Cloud Forensics, Forensic Tools, and Advanced Forensic Techniques. This book is the ninth volume in the annual series produced by the International Federation for Information Processing (IFIP) Working Group 11.9 on Digital Forensics, an international community of scientists, engineers and practitioners dedicated to advancing the state of the art of research and practice in digital forensics. The book contains a selection of twenty-five edited papers from the Ninth Annual IFIP WG 11.9 International Conference on Digital Forensics, held in Orlando, Florida, USA in the winter of 2013. Advances in Digital Forensics IX is an important resource for researchers, faculty members and graduate students, as well as for practitioners and individuals engaged in research and development efforts for the law enforcement and intelligence communities. Gilbert Peterson is an Associate Professor of Computer Engineering at the Air Force Institute of Technology, Wright-Patterson Air Force Base, Ohio, USA. Sujeet Shenoi is the F.P. Walter Professor of Computer Science and a Professor of Chemical Engineering at the University of Tulsa, Tulsa, Oklahoma, USA.

Applied Soft Computing

Author : Samarjeet Borah
Publisher : CRC Press
ISBN 13 : 1000406636
Total Pages : 286 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Applied Soft Computing by : Samarjeet Borah

Download or read book Applied Soft Computing written by Samarjeet Borah and published by CRC Press. This book was released on 2022-02-03 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: This new volume explores a variety of modern techniques that deal with estimated models and give resolutions to complex real-life issues. Soft computing has played a crucial role not only with theoretical paradigms but is also popular for its pivotal role for designing a large variety of expert systems and artificial intelligence-based applications. Involving the concepts and practices of soft computing in conjunction with other frontier research domains, this book begins with the basics and goes on to explore a variety of modern applications of soft computing in areas such as approximate reasoning, artificial neural networks, Bayesian networks, big data analytics, bioinformatics, cloud computing, control systems, data mining, functional approximation, fuzzy logic, genetic and evolutionary algorithms, hybrid models, machine learning, metaheuristics, neuro fuzzy system, optimization, randomized searches, and swarm intelligence. This book will be helpful to a wide range of readers who wish to learn applications of soft computing approaches. It will be useful for academicians, researchers, students, and machine learning experts who use soft computing techniques and algorithms to develop cutting-edge artificial intelligence-based applications.

Advances in Digital Forensics III

Author : Philip Craiger
Publisher : Springer
ISBN 13 : 0387737421
Total Pages : 355 pages
Book Rating : 4.3/5 (877 download)

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Book Synopsis Advances in Digital Forensics III by : Philip Craiger

Download or read book Advances in Digital Forensics III written by Philip Craiger and published by Springer. This book was released on 2007-11-14 with total page 355 pages. Available in PDF, EPUB and Kindle. Book excerpt: Practically every crime now involves some aspect of digital evidence. This is the most recent volume in the Advances in Digital Forensics series. It describes original research results and innovative applications in the emerging discipline of digital forensics. In addition, it highlights some of the major technical and legal issues related to digital evidence and electronic crime investigations.

Advances in Digital Forensics XII

Author : Gilbert Peterson
Publisher : Springer
ISBN 13 : 3319462792
Total Pages : 395 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Advances in Digital Forensics XII by : Gilbert Peterson

Download or read book Advances in Digital Forensics XII written by Gilbert Peterson and published by Springer. This book was released on 2016-09-19 with total page 395 pages. Available in PDF, EPUB and Kindle. Book excerpt: Digital forensics deals with the acquisition, preservation, examination, analysis and presentation of electronic evidence. Networked computing, wireless communications and portable electronic devices have expanded the role of digital forensics beyond traditional computer crime investigations. Practically every crime now involves some aspect of digital evidence; digital forensics provides the techniques and tools to articulate this evidence. Digital forensics also has myriad intelligence applications. Furthermore, it has a vital role in information assurance -- investigations of security breaches yield valuable information that can be used to design more secure systems. Advances in Digital Forensics XII describes original research results and innovative applications in the discipline of digital forensics. In addition, it highlights some of the major technical and legal issues related to digital evidence and electronic crime investigations. The areas of coverage include: Themes and Issues, Mobile Device Forensics, Network Forensics, Cloud Forensics, Social Media Forensics, Image Forensics, Forensic Techniques, and Forensic Tools. This book is the twelfth volume in the annual series produced by the International Federation for Information Processing (IFIP) Working Group 11.9 on Digital Forensics, an international community of scientists, engineers and practitioners dedicated to advancing the state of the art of research and practice in digital forensics. The book contains a selection of twenty edited papers from the Twelfth Annual IFIP WG 11.9 International Conference on Digital Forensics, held in New Delhi, India in the winter of 2016. Advances in Digital Forensics XII is an important resource for researchers, faculty members and graduate students, as well as for practitioners and individuals engaged in research and development efforts for the law enforcement and intelligence communities. Gilbert Peterson, Chair, IFIP WG 11.9 on Digital Forensics, is a Professor of Computer Engineering at the Air Force Institute of Technology, Wright-Patterson Air Force Base, Ohio, USA. Sujeet Shenoi is the F.P. Walter Professor of Computer Science and a Professor of Chemical Engineering at the University of Tulsa, Tulsa, Oklahoma, USA.

Computer Security – ESORICS 2011

Author : Vijay Atluri
Publisher : Springer
ISBN 13 : 364223822X
Total Pages : 697 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Computer Security – ESORICS 2011 by : Vijay Atluri

Download or read book Computer Security – ESORICS 2011 written by Vijay Atluri and published by Springer. This book was released on 2011-09-15 with total page 697 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 16th European Symposium on Computer Security, ESORICS 2011, held in Leuven, Belgium, in September 2011. The 36 papers included in the book were carefully reviewed and selected from 155 papers. The articles are organized in topical sections on wireless security; Web security; forensics, biometrics and software protection; access control; cryptography and protocol analysis; information flow, side channels, and vulnerability analysis; usability, trust, and economics of security and privacy; and privacy.

Proceedings of International Conference on Trends in Computational and Cognitive Engineering

Author : M. Shamim Kaiser
Publisher : Springer Nature
ISBN 13 : 9813346736
Total Pages : 701 pages
Book Rating : 4.8/5 (133 download)

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Book Synopsis Proceedings of International Conference on Trends in Computational and Cognitive Engineering by : M. Shamim Kaiser

Download or read book Proceedings of International Conference on Trends in Computational and Cognitive Engineering written by M. Shamim Kaiser and published by Springer Nature. This book was released on 2020-12-16 with total page 701 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents various computational and cognitive modeling approaches in the areas of health, education, finance, environment, engineering, commerce, and industry. It is a collection of selected conference papers presented at the International Conference on Trends in Computational and Cognitive Engineering (TCCE 2020). It shares cutting-edge insights and ideas from mathematicians, engineers, scientists, and researchers and discusses fresh perspectives on problem solving in a range of research areas.

Handbook of Research on Computational Forensics, Digital Crime, and Investigation: Methods and Solutions

Author : Li, Chang-Tsun
Publisher : IGI Global
ISBN 13 : 1605668370
Total Pages : 620 pages
Book Rating : 4.6/5 (56 download)

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Book Synopsis Handbook of Research on Computational Forensics, Digital Crime, and Investigation: Methods and Solutions by : Li, Chang-Tsun

Download or read book Handbook of Research on Computational Forensics, Digital Crime, and Investigation: Methods and Solutions written by Li, Chang-Tsun and published by IGI Global. This book was released on 2009-11-30 with total page 620 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book provides a media for advancing research and the development of theory and practice of digital crime prevention and forensics, embracing a broad range of digital crime and forensics disciplines"--Provided by publisher.