Machine Learning and Data Mining for Computer Security

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Publisher : Springer Science & Business Media
ISBN 13 : 1846282535
Total Pages : 218 pages
Book Rating : 4.8/5 (462 download)

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Book Synopsis Machine Learning and Data Mining for Computer Security by : Marcus A. Maloof

Download or read book Machine Learning and Data Mining for Computer Security written by Marcus A. Maloof and published by Springer Science & Business Media. This book was released on 2006-02-27 with total page 218 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Machine Learning and Data Mining for Computer Security" provides an overview of the current state of research in machine learning and data mining as it applies to problems in computer security. This book has a strong focus on information processing and combines and extends results from computer security. The first part of the book surveys the data sources, the learning and mining methods, evaluation methodologies, and past work relevant for computer security. The second part of the book consists of articles written by the top researchers working in this area. These articles deals with topics of host-based intrusion detection through the analysis of audit trails, of command sequences and of system calls as well as network intrusion detection through the analysis of TCP packets and the detection of malicious executables. This book fills the great need for a book that collects and frames work on developing and applying methods from machine learning and data mining to problems in computer security.

Adversarial Machine Learning

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Publisher : Cambridge University Press
ISBN 13 : 1107043468
Total Pages : 341 pages
Book Rating : 4.1/5 (7 download)

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Book Synopsis Adversarial Machine Learning by : Anthony D. Joseph

Download or read book Adversarial Machine Learning written by Anthony D. Joseph and published by Cambridge University Press. This book was released on 2019-02-21 with total page 341 pages. Available in PDF, EPUB and Kindle. Book excerpt: This study allows readers to get to grips with the conceptual tools and practical techniques for building robust machine learning in the face of adversaries.

Metric Learning

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Publisher : Springer Nature
ISBN 13 : 303101572X
Total Pages : 139 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Metric Learning by : Aurélien Muise

Download or read book Metric Learning written by Aurélien Muise and published by Springer Nature. This book was released on 2022-05-31 with total page 139 pages. Available in PDF, EPUB and Kindle. Book excerpt: Similarity between objects plays an important role in both human cognitive processes and artificial systems for recognition and categorization. How to appropriately measure such similarities for a given task is crucial to the performance of many machine learning, pattern recognition and data mining methods. This book is devoted to metric learning, a set of techniques to automatically learn similarity and distance functions from data that has attracted a lot of interest in machine learning and related fields in the past ten years. In this book, we provide a thorough review of the metric learning literature that covers algorithms, theory and applications for both numerical and structured data. We first introduce relevant definitions and classic metric functions, as well as examples of their use in machine learning and data mining. We then review a wide range of metric learning algorithms, starting with the simple setting of linear distance and similarity learning. We show how one may scale-up these methods to very large amounts of training data. To go beyond the linear case, we discuss methods that learn nonlinear metrics or multiple linear metrics throughout the feature space, and review methods for more complex settings such as multi-task and semi-supervised learning. Although most of the existing work has focused on numerical data, we cover the literature on metric learning for structured data like strings, trees, graphs and time series. In the more technical part of the book, we present some recent statistical frameworks for analyzing the generalization performance in metric learning and derive results for some of the algorithms presented earlier. Finally, we illustrate the relevance of metric learning in real-world problems through a series of successful applications to computer vision, bioinformatics and information retrieval. Table of Contents: Introduction / Metrics / Properties of Metric Learning Algorithms / Linear Metric Learning / Nonlinear and Local Metric Learning / Metric Learning for Special Settings / Metric Learning for Structured Data / Generalization Guarantees for Metric Learning / Applications / Conclusion / Bibliography / Authors' Biographies

Proceedings of the 5th International Conference on Data Science, Machine Learning and Applications; Volume 1

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Publisher : Springer Nature
ISBN 13 : 9819780314
Total Pages : 1248 pages
Book Rating : 4.8/5 (197 download)

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Book Synopsis Proceedings of the 5th International Conference on Data Science, Machine Learning and Applications; Volume 1 by : Amit Kumar

Download or read book Proceedings of the 5th International Conference on Data Science, Machine Learning and Applications; Volume 1 written by Amit Kumar and published by Springer Nature. This book was released on with total page 1248 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Artificial Intelligence and Cybersecurity

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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.

Ccs '17

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Publisher :
ISBN 13 : 9781450349468
Total Pages : pages
Book Rating : 4.3/5 (494 download)

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Book Synopsis Ccs '17 by : Bhavani Thuraisingham

Download or read book Ccs '17 written by Bhavani Thuraisingham and published by . This book was released on 2017-10-30 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: CCS '17: 2017 ACM SIGSAC Conference on Computer and Communications Security Oct 30, 2017-Nov 03, 2017 Dallas, USA. You can view more information about this proceeding and all of ACM�s other published conference proceedings from the ACM Digital Library: http://www.acm.org/dl.

Multidisciplinary Perspectives on Artificial Intelligence and the Law

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Publisher : Springer Nature
ISBN 13 : 3031412648
Total Pages : 457 pages
Book Rating : 4.0/5 (314 download)

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Book Synopsis Multidisciplinary Perspectives on Artificial Intelligence and the Law by : Henrique Sousa Antunes

Download or read book Multidisciplinary Perspectives on Artificial Intelligence and the Law written by Henrique Sousa Antunes and published by Springer Nature. This book was released on 2023-12-26 with total page 457 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book presents an interdisciplinary, multi-authored, edited collection of chapters on Artificial Intelligence (‘AI’) and the Law. AI technology has come to play a central role in the modern data economy. Through a combination of increased computing power, the growing availability of data and the advancement of algorithms, AI has now become an umbrella term for some of the most transformational technological breakthroughs of this age. The importance of AI stems from both the opportunities that it offers and the challenges that it entails. While AI applications hold the promise of economic growth and efficiency gains, they also create significant risks and uncertainty. The potential and perils of AI have thus come to dominate modern discussions of technology and ethics – and although AI was initially allowed to largely develop without guidelines or rules, few would deny that the law is set to play a fundamental role in shaping the future of AI.As the debate over AI is far from over, the need for rigorous analysis has never been greater. This book thus brings together contributors from different fields and backgrounds to explore how the law might provide answers to some of the most pressing questions raised by AI. An outcome of the Católica Research Centre for the Future of Law and its interdisciplinary working group on Law and Artificial Intelligence, it includes contributions by leading scholars in the fields of technology, ethics and the law.

Malware Analysis Using Artificial Intelligence and Deep Learning

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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.

International Joint Conference CISIS’12-ICEUTE ́12-SOCO ́12 Special Sessions

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Publisher : Springer Science & Business Media
ISBN 13 : 3642330185
Total Pages : 557 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis International Joint Conference CISIS’12-ICEUTE ́12-SOCO ́12 Special Sessions by : Álvaro Herrero

Download or read book International Joint Conference CISIS’12-ICEUTE ́12-SOCO ́12 Special Sessions written by Álvaro Herrero and published by Springer Science & Business Media. This book was released on 2012-08-23 with total page 557 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume of Advances in Intelligent and Soft Computing contains accepted papers presented at CISIS 2012 and ICEUTE 2012, both conferences held in the beautiful and historic city of Ostrava (Czech Republic), in September 2012. CISIS aims to offer a meeting opportunity for academic and industry-related researchers belonging to the various, vast communities of Computational Intelligence, Information Security, and Data Mining. The need for intelligent, flexible behaviour by large, complex systems, especially in mission-critical domains, is intended to be the catalyst and the aggregation stimulus for the overall event. After a through peer-review process, the CISIS 2012 International Program Committee selected 30 papers which are published in these conference proceedings achieving an acceptance rate of 40%. In the case of ICEUTE 2012, the International Program Committee selected 4 papers which are published in these conference proceedings. The selection of papers was extremely rigorous in order to maintain the high quality of the conference and we would like to thank the members of the Program Committees for their hard work in the reviewing process. This is a crucial process to the creation of a high standard conference and the CISIS and ICEUTE conferences would not exist without their help.

Artificial Intelligence Applications and Innovations

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Publisher : Springer Nature
ISBN 13 : 3031083377
Total Pages : 528 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Artificial Intelligence Applications and Innovations by : Ilias Maglogiannis

Download or read book Artificial Intelligence Applications and Innovations written by Ilias Maglogiannis and published by Springer Nature. This book was released on 2022-06-16 with total page 528 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of five International Workshops held as parallel events of the 18th IFIP WG 12.5 International Conference on Artificial Intelligence Applications and Innovations, AIAI 2022, virtually and in Hersonissos, Crete, Greece, in June 2022: the 11th Mining Humanistic Data Workshop (MHDW 2022); the 7th 5G-Putting Intelligence to the Network Edge Workshop (5G-PINE 2022); the 1st workshop on AI in Energy, Building and Micro-Grids (AIBMG 2022); the 1st Workshop/Special Session on Machine Learning and Big Data in Health Care (ML@HC 2022); and the 2nd Workshop on Artificial Intelligence in Biomedical Engineering and Informatics (AIBEI 2022). The 35 full papers presented at these workshops were carefully reviewed and selected from 74 submissions.

ITNG 2023 20th International Conference on Information Technology-New Generations

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Publisher : Springer Nature
ISBN 13 : 3031283325
Total Pages : 428 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis ITNG 2023 20th International Conference on Information Technology-New Generations by : Shahram Latifi

Download or read book ITNG 2023 20th International Conference on Information Technology-New Generations written by Shahram Latifi and published by Springer Nature. This book was released on 2023-05-06 with total page 428 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume represents the 20th International Conference on Information Technology - New Generations (ITNG), 2023. ITNG is an annual event focusing on state of the art technologies pertaining to digital information and communications. The applications of advanced information technology to such domains as astronomy, biology, education, geosciences, security, and health care are the among topics of relevance to ITNG. Visionary ideas, theoretical and experimental results, as well as prototypes, designs, and tools that help the information readily flow to the user are of special interest. Machine Learning, Robotics, High Performance Computing, and Innovative Methods of Computing are examples of related topics. The conference features keynote speakers, a best student award, poster award, service award, a technical open panel, and workshops/exhibits from industry, government and academia. This publication is unique as it captures modern trends in IT with a balance of theoretical and experimental work. Most other work focus either on theoretical or experimental, but not both. Accordingly, we do not know of any competitive literature.

Implications of Artificial Intelligence for Cybersecurity

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Publisher : National Academies Press
ISBN 13 : 0309494508
Total Pages : 99 pages
Book Rating : 4.3/5 (94 download)

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Book Synopsis Implications of Artificial Intelligence for Cybersecurity by : National Academies of Sciences, Engineering, and Medicine

Download or read book Implications of Artificial Intelligence for Cybersecurity written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2020-01-27 with total page 99 pages. Available in PDF, EPUB and Kindle. Book excerpt: In recent years, interest and progress in the area of artificial intelligence (AI) and machine learning (ML) have boomed, with new applications vigorously pursued across many sectors. At the same time, the computing and communications technologies on which we have come to rely present serious security concerns: cyberattacks have escalated in number, frequency, and impact, drawing increased attention to the vulnerabilities of cyber systems and the need to increase their security. In the face of this changing landscape, there is significant concern and interest among policymakers, security practitioners, technologists, researchers, and the public about the potential implications of AI and ML for cybersecurity. The National Academies of Sciences, Engineering, and Medicine convened a workshop on March 12-13, 2019 to discuss and explore these concerns. This publication summarizes the presentations and discussions from the workshop.

Machine Learning for Cyber Security

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Publisher : Springer Nature
ISBN 13 : 3030306194
Total Pages : 411 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Machine Learning for Cyber Security by : Xiaofeng Chen

Download or read book Machine Learning for Cyber Security written by Xiaofeng Chen and published by Springer Nature. This book was released on 2019-09-11 with total page 411 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the Second International Conference on Machine Learning for Cyber Security, ML4CS 2019, held in Xi’an, China in September 2019. The 23 revised full papers and 3 short papers presented were carefully reviewed and selected from 70 submissions. The papers detail all aspects of machine learning in network infrastructure security, in network security detections and in application software security.

Advances in Intelligent Systems Research and Innovation

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Publisher : Springer Nature
ISBN 13 : 3030781240
Total Pages : 489 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Advances in Intelligent Systems Research and Innovation by : Vassil Sgurev

Download or read book Advances in Intelligent Systems Research and Innovation written by Vassil Sgurev and published by Springer Nature. This book was released on 2021-11-03 with total page 489 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book represents the experience of successful researchers from four continents on a broad range of intelligent systems, and it hints how to avoid anticipated conflicts and problems during multidisciplinary innovative research from Industry 4.0 and/or Internet of Things through modern machine learning, and software agent applications to open data science big data/advance analytics/visual analytics/text mining/web mining/knowledge discovery/deep data mining issues. The considered intelligent part is essential in most smart/control systems, cyber security, bioinformatics, virtual reality, robotics, mathematical modelling projects, and its significance rapidly increases in other technologies. Theoretical foundations of fuzzy sets, mathematical and non-classical logic also are rapidly developing.

Cryptology and Network Security

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Publisher : Springer Nature
ISBN 13 : 9819780160
Total Pages : 297 pages
Book Rating : 4.8/5 (197 download)

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Book Synopsis Cryptology and Network Security by : Markulf Kohlweiss

Download or read book Cryptology and Network Security written by Markulf Kohlweiss and published by Springer Nature. This book was released on with total page 297 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Proceedings of 4th International Conference on Artificial Intelligence and Smart Energy

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Publisher : Springer Nature
ISBN 13 : 3031614712
Total Pages : 541 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Proceedings of 4th International Conference on Artificial Intelligence and Smart Energy by : S. Manoharan

Download or read book Proceedings of 4th International Conference on Artificial Intelligence and Smart Energy written by S. Manoharan and published by Springer Nature. This book was released on with total page 541 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Security and Privacy Preserving for IoT and 5G Networks

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Publisher : Springer Nature
ISBN 13 : 3030854280
Total Pages : 283 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Security and Privacy Preserving for IoT and 5G Networks by : Ahmed A. Abd El-Latif

Download or read book Security and Privacy Preserving for IoT and 5G Networks written by Ahmed A. Abd El-Latif and published by Springer Nature. This book was released on 2021-10-09 with total page 283 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents state-of-the-art research on security and privacy- preserving for IoT and 5G networks and applications. The accepted book chapters covered many themes, including traceability and tamper detection in IoT enabled waste management networks, secure Healthcare IoT Systems, data transfer accomplished by trustworthy nodes in cognitive radio, DDoS Attack Detection in Vehicular Ad-hoc Network (VANET) for 5G Networks, Mobile Edge-Cloud Computing, biometric authentication systems for IoT applications, and many other applications 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 security and privacy- preserving for IoT and 5G networks.