Intelligent Mobile Malware Detection

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Intelligent Mobile Malware Detection

Author : Tony Thomas
Publisher : CRC Press
ISBN 13 : 1000824977
Total Pages : 191 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Intelligent Mobile Malware Detection by : Tony Thomas

Download or read book Intelligent Mobile Malware Detection written by Tony Thomas and published by CRC Press. This book was released on 2022-12-30 with total page 191 pages. Available in PDF, EPUB and Kindle. Book excerpt: The popularity of Android mobile phones has caused more cybercriminals to create malware applications that carry out various malicious activities. The attacks, which escalated after the COVID-19 pandemic, proved there is great importance in protecting Android mobile devices from malware attacks. Intelligent Mobile Malware Detection will teach users how to develop intelligent Android malware detection mechanisms by using various graph and stochastic models. The book begins with an introduction to the Android operating system accompanied by the limitations of the state-of-the-art static malware detection mechanisms as well as a detailed presentation of a hybrid malware detection mechanism. The text then presents four different system call-based dynamic Android malware detection mechanisms using graph centrality measures, graph signal processing and graph convolutional networks. Further, the text shows how most of the Android malware can be detected by checking the presence of a unique subsequence of system calls in its system call sequence. All the malware detection mechanisms presented in the book are based on the authors' recent research. The experiments are conducted with the latest Android malware samples, and the malware samples are collected from public repositories. The source codes are also provided for easy implementation of the mechanisms. This book will be highly useful to Android malware researchers, developers, students and cyber security professionals to explore and build defense mechanisms against the ever-evolving Android malware.

Intelligent Mobile Malware Detection

Author : Tony Thomas
Publisher : CRC Press
ISBN 13 : 1000824985
Total Pages : 189 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Intelligent Mobile Malware Detection by : Tony Thomas

Download or read book Intelligent Mobile Malware Detection written by Tony Thomas and published by CRC Press. This book was released on 2022-12-30 with total page 189 pages. Available in PDF, EPUB and Kindle. Book excerpt: The popularity of Android mobile phones has caused more cybercriminals to create malware applications that carry out various malicious activities. The attacks, which escalated after the COVID-19 pandemic, proved there is great importance in protecting Android mobile devices from malware attacks. Intelligent Mobile Malware Detection will teach users how to develop intelligent Android malware detection mechanisms by using various graph and stochastic models. The book begins with an introduction to the Android operating system accompanied by the limitations of the state-of-the-art static malware detection mechanisms as well as a detailed presentation of a hybrid malware detection mechanism. The text then presents four different system call-based dynamic Android malware detection mechanisms using graph centrality measures, graph signal processing and graph convolutional networks. Further, the text shows how most of the Android malware can be detected by checking the presence of a unique subsequence of system calls in its system call sequence. All the malware detection mechanisms presented in the book are based on the authors' recent research. The experiments are conducted with the latest Android malware samples, and the malware samples are collected from public repositories. The source codes are also provided for easy implementation of the mechanisms. This book will be highly useful to Android malware researchers, developers, students and cyber security professionals to explore and build defense mechanisms against the ever-evolving Android malware.

Android Malware Detection using Machine Learning

Author : ElMouatez Billah Karbab
Publisher : Springer Nature
ISBN 13 : 303074664X
Total Pages : 212 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Android Malware Detection using Machine Learning by : ElMouatez Billah Karbab

Download or read book Android Malware Detection using Machine Learning written by ElMouatez Billah Karbab and published by Springer Nature. This book was released on 2021-07-10 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: The authors develop a malware fingerprinting framework to cover accurate android malware detection and family attribution in this book. The authors emphasize the following: (1) the scalability over a large malware corpus; (2) the resiliency to common obfuscation techniques; (3) the portability over different platforms and architectures. First, the authors propose an approximate fingerprinting technique for android packaging that captures the underlying static structure of the android applications in the context of bulk and offline detection at the app-market level. This book proposes a malware clustering framework to perform malware clustering by building and partitioning the similarity network of malicious applications on top of this fingerprinting technique. Second, the authors propose an approximate fingerprinting technique that leverages dynamic analysis and natural language processing techniques to generate Android malware behavior reports. Based on this fingerprinting technique, the authors propose a portable malware detection framework employing machine learning classification. Third, the authors design an automatic framework to produce intelligence about the underlying malicious cyber-infrastructures of Android malware. The authors then leverage graph analysis techniques to generate relevant intelligence to identify the threat effects of malicious Internet activity associated with android malware. The authors elaborate on an effective android malware detection system, in the online detection context at the mobile device level. It is suitable for deployment on mobile devices, using machine learning classification on method call sequences. Also, it is resilient to common code obfuscation techniques and adaptive to operating systems and malware change overtime, using natural language processing and deep learning techniques. Researchers working in mobile and network security, machine learning and pattern recognition will find this book useful as a reference. Advanced-level students studying computer science within these topic areas will purchase this book as well.

Malware Detection

Author : Mihai Christodorescu
Publisher : Springer Science & Business Media
ISBN 13 : 0387445994
Total Pages : 307 pages
Book Rating : 4.3/5 (874 download)

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Book Synopsis Malware Detection by : Mihai Christodorescu

Download or read book Malware Detection written by Mihai Christodorescu and published by Springer Science & Business Media. This book was released on 2007-03-06 with total page 307 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book captures the state of the art research in the area of malicious code detection, prevention and mitigation. It contains cutting-edge behavior-based techniques to analyze and detect obfuscated malware. The book analyzes current trends in malware activity online, including botnets and malicious code for profit, and it proposes effective models for detection and prevention of attacks using. Furthermore, the book introduces novel techniques for creating services that protect their own integrity and safety, plus the data they manage.

Malware Analysis Using Artificial Intelligence and Deep Learning

Author : Mark Stamp
Publisher : Springer Nature
ISBN 13 : 3030625826
Total Pages : 651 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Malware Analysis Using Artificial Intelligence and Deep Learning by : Mark Stamp

Download or read book Malware Analysis Using Artificial Intelligence and Deep Learning written by Mark Stamp and published by Springer Nature. This book was released on 2020-12-20 with total page 651 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is focused on the use of deep learning (DL) and artificial intelligence (AI) as tools to advance the fields of malware detection and analysis. The individual chapters of the book deal with a wide variety of state-of-the-art AI and DL techniques, which are applied to a number of challenging malware-related problems. DL and AI based approaches to malware detection and analysis are largely data driven and hence minimal expert domain knowledge of malware is needed. This book fills a gap between the emerging fields of DL/AI and malware analysis. It covers a broad range of modern and practical DL and AI techniques, including frameworks and development tools enabling the audience to innovate with cutting-edge research advancements in a multitude of malware (and closely related) use cases.

Artificial Intelligence and Blockchain for Future Cybersecurity Applications

Author : Yassine Maleh
Publisher : Springer Nature
ISBN 13 : 3030745759
Total Pages : 376 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Artificial Intelligence and Blockchain for Future Cybersecurity Applications by : Yassine Maleh

Download or read book Artificial Intelligence and Blockchain for Future Cybersecurity Applications written by Yassine Maleh and published by Springer Nature. This book was released on 2021-04-30 with total page 376 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents state-of-the-art research on artificial intelligence and blockchain for future cybersecurity applications. The accepted book chapters covered many themes, including artificial intelligence and blockchain challenges, models and applications, cyber threats and intrusions analysis and detection, and many other applications for smart cyber ecosystems. It aspires to provide a relevant reference for students, researchers, engineers, and professionals working in this particular area or those interested in grasping its diverse facets and exploring the latest advances on artificial intelligence and blockchain for future cybersecurity applications.

Computational Intelligence

Author : Anupam Shukla
Publisher : Springer Nature
ISBN 13 : 9811973466
Total Pages : 818 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis Computational Intelligence by : Anupam Shukla

Download or read book Computational Intelligence written by Anupam Shukla and published by Springer Nature. This book was released on 2023-02-15 with total page 818 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book constitutes the peer-reviewed proceedings of the 2nd International Conference on Information Technology (InCITe-2022): The Next Generation Technology Summit. The theme of the conference is Computational Intelligence: Automate your World. The volume is a conglomeration of research papers covering interdisciplinary research and in-depth applications of computational intelligence, deep learning, machine learning, artificial intelligence, data science, enabling technologies for IoT, blockchain, and other futuristic computational technologies. The volume covers various topics that span cutting-edge, collaborative technologies and areas of computation. The content would serve as a rich knowledge repository on information & communication technologies, neural networks, fuzzy systems, natural language processing, data mining & warehousing, big data analytics, cloud computing, security, social networks and intelligence, decision making, and modeling, information systems, and IT architectures. The book will be useful to researchers, practitioners, and policymakers working in information technology.

Recent Developments in Intelligent Computing, Communication and Devices

Author : C. H. WU
Publisher : Springer Nature
ISBN 13 : 9811558876
Total Pages : 532 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Recent Developments in Intelligent Computing, Communication and Devices by : C. H. WU

Download or read book Recent Developments in Intelligent Computing, Communication and Devices written by C. H. WU and published by Springer Nature. This book was released on 2020-11-17 with total page 532 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers high-quality papers presented at the 5th International Conference on Intelligent Computing, Communication & Devices (ICCD 2019), held in Xi'an, China on November 22–24, 2019. The contributions focus on emergent fields of intelligent computing and the development of a new generation of intelligent systems. Further, they discuss virtually all dimensions of the intelligent sciences, including intelligent computing, intelligent communication and intelligent devices.

Proceedings of Third International Conference on Intelligent Computing, Information and Control Systems

Author : A. Pasumpon Pandian
Publisher : Springer Nature
ISBN 13 : 9811673306
Total Pages : 1051 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Proceedings of Third International Conference on Intelligent Computing, Information and Control Systems by : A. Pasumpon Pandian

Download or read book Proceedings of Third International Conference on Intelligent Computing, Information and Control Systems written by A. Pasumpon Pandian and published by Springer Nature. This book was released on 2022-03-14 with total page 1051 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a collection of papers presented at the International Conference on Intelligent Computing, Information and Control Systems (ICICCS 2021). It encompasses various research works that help to develop and advance the next-generation intelligent computing and control systems. The book integrates the computational intelligence and intelligent control systems to provide a powerful methodology for a wide range of data analytics issues in industries and societal applications. The book also presents the new algorithms and methodologies for promoting advances in common intelligent computing and control methodologies including evolutionary computation, artificial life, virtual infrastructures, fuzzy logic, artificial immune systems, neural networks and various neuro-hybrid methodologies. This book is pragmatic for researchers, academicians and students dealing with mathematically intransigent problems.

Artificial Intelligence and Cybersecurity

Author : Tuomo Sipola
Publisher : Springer Nature
ISBN 13 : 3031150309
Total Pages : 300 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis Artificial Intelligence and Cybersecurity by : Tuomo Sipola

Download or read book Artificial Intelligence and Cybersecurity written by Tuomo Sipola and published by Springer Nature. This book was released on 2022-12-07 with total page 300 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses artificial intelligence (AI) and cybersecurity from multiple points of view. The diverse chapters reveal modern trends and challenges related to the use of artificial intelligence when considering privacy, cyber-attacks and defense as well as applications from malware detection to radio signal intelligence. The chapters are contributed by an international team of renown researchers and professionals in the field of AI and cybersecurity. During the last few decades the rise of modern AI solutions that surpass humans in specific tasks has occurred. Moreover, these new technologies provide new methods of automating cybersecurity tasks. In addition to the privacy, ethics and cybersecurity concerns, the readers learn several new cutting edge applications of AI technologies. Researchers working in AI and cybersecurity as well as advanced level students studying computer science and electrical engineering with a focus on AI and Cybersecurity will find this book useful as a reference. Professionals working within these related fields will also want to purchase this book as a reference.

Proceedings of International Conference on Computational Intelligence and Data Engineering

Author : Nabendu Chaki
Publisher : Springer Nature
ISBN 13 : 9819906091
Total Pages : 564 pages
Book Rating : 4.8/5 (199 download)

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Book Synopsis Proceedings of International Conference on Computational Intelligence and Data Engineering by : Nabendu Chaki

Download or read book Proceedings of International Conference on Computational Intelligence and Data Engineering written by Nabendu Chaki and published by Springer Nature. This book was released on 2023-06-17 with total page 564 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a collection of high-quality research work on cutting-edge technologies and the most-happening areas of computational intelligence and data engineering. It includes selected papers from the International Conference on Computational Intelligence and Data Engineering (ICCIDE 2022). It covers various topics, including collective intelligence, intelligent transportation systems, fuzzy systems, Bayesian network, ant colony optimization, data privacy and security, data mining, data warehousing, big data analytics, cloud computing, natural language processing, swarm intelligence and speech processing.

Advances in Security, Networks, and Internet of Things

Author : Kevin Daimi
Publisher : Springer Nature
ISBN 13 : 3030710173
Total Pages : 854 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Advances in Security, Networks, and Internet of Things by : Kevin Daimi

Download or read book Advances in Security, Networks, and Internet of Things written by Kevin Daimi and published by Springer Nature. This book was released on 2021-07-10 with total page 854 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book presents the proceedings of four conferences: The 19th International Conference on Security & Management (SAM'20), The 19th International Conference on Wireless Networks (ICWN'20), The 21st International Conference on Internet Computing & Internet of Things (ICOMP'20), and The 18th International Conference on Embedded Systems, Cyber-physical Systems (ESCS'20). The conferences took place in Las Vegas, NV, USA, July 27-30, 2020. The conferences are part of the larger 2020 World Congress in Computer Science, Computer Engineering, & Applied Computing (CSCE'20), which features 20 major tracks. Authors include academics, researchers, professionals, and students. Presents the proceedings of four conferences as part of the 2020 World Congress in Computer Science, Computer Engineering, & Applied Computing (CSCE'20); Includes the tracks on security & management, wireless networks, internet computing and IoT, and embedded systems as well as cyber-physical systems; Features papers from SAM’20, ICWN’20, ICOMP’20 and ESCS’20.

Security in Computing and Communications

Author : Sabu M. Thampi
Publisher : Springer Nature
ISBN 13 : 9811604223
Total Pages : 314 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Security in Computing and Communications by : Sabu M. Thampi

Download or read book Security in Computing and Communications written by Sabu M. Thampi and published by Springer Nature. This book was released on 2021-02-09 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes revised selected papers of the 8th International Symposium on Security in Computing and Communications, SSCC 2020, held in Chennai, India, in October 2020. Due to the COVID-19 pandemic the conference was held online. The 13 revised full papers and 8 revised short papers presented were carefully reviewed and selected from 42 submissions. The papers cover wide research fields including cryptography, database and storage security, human and societal aspects of security and privacy.

Smart Healthcare System Design

Author : S. K. Hafizul Islam
Publisher : John Wiley & Sons
ISBN 13 : 1119792231
Total Pages : 386 pages
Book Rating : 4.1/5 (197 download)

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Book Synopsis Smart Healthcare System Design by : S. K. Hafizul Islam

Download or read book Smart Healthcare System Design written by S. K. Hafizul Islam and published by John Wiley & Sons. This book was released on 2021-06-25 with total page 386 pages. Available in PDF, EPUB and Kindle. Book excerpt: SMART HEALTHCARE SYSTEM DESIGN This book deeply discusses the major challenges and issues for security and privacy aspects of smart health-care systems. The Internet-of-Things (IoT) has emerged as a powerful and promising technology, and though it has significant technological, social, and economic impacts, it also poses new security and privacy challenges. Compared with the traditional internet, the IoT has various embedded devices, mobile devices, a server, and the cloud, with different capabilities to support multiple services. The pervasiveness of these devices represents a huge attack surface and, since the IoT connects cyberspace to physical space, known as a cyber-physical system, IoT attacks not only have an impact on information systems, but also affect physical infrastructure, the environment, and even human security. The purpose of this book is to help achieve a better integration between the work of researchers and practitioners in a single medium for capturing state-of-the-art IoT solutions in healthcare applications, and to address how to improve the proficiency of wireless sensor networks (WSNs) in healthcare. It explores possible automated solutions in everyday life, including the structures of healthcare systems built to handle large amounts of data, thereby improving clinical decisions. The 14 separate chapters address various aspects of the IoT system, such as design challenges, theory, various protocols, implementation issues, as well as several case studies. Smart Healthcare System Design covers the introduction, development, and applications of smart healthcare models that represent the current state-of-the-art of various domains. The primary focus is on theory, algorithms, and their implementation targeted at real-world problems. It will deal with different applications to give the practitioner a flavor of how IoT architectures are designed and introduced into various situations. Audience: Researchers and industry engineers in information technology, artificial intelligence, cyber security, as well as designers of healthcare systems, will find this book very valuable.

Android Malware

Author : Xuxian Jiang
Publisher : Springer Science & Business Media
ISBN 13 : 1461473942
Total Pages : 50 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Android Malware by : Xuxian Jiang

Download or read book Android Malware written by Xuxian Jiang and published by Springer Science & Business Media. This book was released on 2013-06-13 with total page 50 pages. Available in PDF, EPUB and Kindle. Book excerpt: Mobile devices, such as smart phones, have achieved computing and networking capabilities comparable to traditional personal computers. Their successful consumerization has also become a source of pain for adopting users and organizations. In particular, the widespread presence of information-stealing applications and other types of mobile malware raises substantial security and privacy concerns. Android Malware presents a systematic view on state-of-the-art mobile malware that targets the popular Android mobile platform. Covering key topics like the Android malware history, malware behavior and classification, as well as, possible defense techniques.

Proceedings of the Third International Conference on Information Management and Machine Intelligence

Author : Dinesh Goyal
Publisher : Springer Nature
ISBN 13 : 9811920656
Total Pages : 640 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis Proceedings of the Third International Conference on Information Management and Machine Intelligence by : Dinesh Goyal

Download or read book Proceedings of the Third International Conference on Information Management and Machine Intelligence written by Dinesh Goyal and published by Springer Nature. This book was released on 2022-08-03 with total page 640 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book features selected papers presented at Third International Conference on International Conference on Information Management and Machine Intelligence (ICIMMI 2021) held at Poornima Institute of Engineering & Technology, Jaipur, Rajasthan, India during 23 – 24 December 2021. It covers a range of topics, including data analytics; AI; machine and deep learning; information management, security, processing techniques and interpretation; applications of artificial intelligence in soft computing and pattern recognition; cloud-based applications for machine learning; application of IoT in power distribution systems; as well as wireless sensor networks and adaptive wireless communication.

Mobile Internet Security

Author : Ilsun You
Publisher : Springer Nature
ISBN 13 : 9811695768
Total Pages : 428 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Mobile Internet Security by : Ilsun You

Download or read book Mobile Internet Security written by Ilsun You and published by Springer Nature. This book was released on 2022-01-22 with total page 428 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 5th International Symposium on Mobile Internet Security, MobiSec 2021, held in Jeju Island, Republic of Korea, in October 2021. The 28 revised full papers presented were carefully reviewed and selected from 66 submissions. The papers are organized in the topical sections: IoT and cyber security; blockchain security; digital forensic and malware analysis; 5G virtual Infrastructure, cryptography and network security.