Adversary Aware Learning Techniques And Trends In Cybersecurity PDF Download

Are you looking for read ebook online? Search for your book and save it on your Kindle device, PC, phones or tablets. Download Adversary Aware Learning Techniques And Trends In Cybersecurity PDF full book. Access full book title Adversary Aware Learning Techniques And Trends In Cybersecurity.

Adversary-Aware Learning Techniques and Trends in Cybersecurity

Adversary-Aware Learning Techniques and Trends in Cybersecurity
Author: Prithviraj Dasgupta
Publisher: Springer Nature
Total Pages: 229
Release: 2021-01-22
Genre: Computers
ISBN: 3030556921
GET BOOK

Download Adversary-Aware Learning Techniques and Trends in Cybersecurity Book in PDF, ePub and Kindle

This book is intended to give researchers and practitioners in the cross-cutting fields of artificial intelligence, machine learning (AI/ML) and cyber security up-to-date and in-depth knowledge of recent techniques for improving the vulnerabilities of AI/ML systems against attacks from malicious adversaries. The ten chapters in this book, written by eminent researchers in AI/ML and cyber-security, span diverse, yet inter-related topics including game playing AI and game theory as defenses against attacks on AI/ML systems, methods for effectively addressing vulnerabilities of AI/ML operating in large, distributed environments like Internet of Things (IoT) with diverse data modalities, and, techniques to enable AI/ML systems to intelligently interact with humans that could be malicious adversaries and/or benign teammates. Readers of this book will be equipped with definitive information on recent developments suitable for countering adversarial threats in AI/ML systems towards making them operate in a safe, reliable and seamless manner.

Adversarial Machine Learning

Adversarial Machine Learning
Author: Aneesh Sreevallabh Chivukula
Publisher: Springer Nature
Total Pages: 316
Release: 2023-03-06
Genre: Computers
ISBN: 3030997723
GET BOOK

Download Adversarial Machine Learning Book in PDF, ePub and Kindle

A critical challenge in deep learning is the vulnerability of deep learning networks to security attacks from intelligent cyber adversaries. Even innocuous perturbations to the training data can be used to manipulate the behaviour of deep networks in unintended ways. In this book, we review the latest developments in adversarial attack technologies in computer vision; natural language processing; and cybersecurity with regard to multidimensional, textual and image data, sequence data, and temporal data. In turn, we assess the robustness properties of deep learning networks to produce a taxonomy of adversarial examples that characterises the security of learning systems using game theoretical adversarial deep learning algorithms. The state-of-the-art in adversarial perturbation-based privacy protection mechanisms is also reviewed. We propose new adversary types for game theoretical objectives in non-stationary computational learning environments. Proper quantification of the hypothesis set in the decision problems of our research leads to various functional problems, oracular problems, sampling tasks, and optimization problems. We also address the defence mechanisms currently available for deep learning models deployed in real-world environments. The learning theories used in these defence mechanisms concern data representations, feature manipulations, misclassifications costs, sensitivity landscapes, distributional robustness, and complexity classes of the adversarial deep learning algorithms and their applications. In closing, we propose future research directions in adversarial deep learning applications for resilient learning system design and review formalized learning assumptions concerning the attack surfaces and robustness characteristics of artificial intelligence applications so as to deconstruct the contemporary adversarial deep learning designs. Given its scope, the book will be of interest to Adversarial Machine Learning practitioners and Adversarial Artificial Intelligence researchers whose work involves the design and application of Adversarial Deep Learning.

Computer Safety, Reliability, and Security. SAFECOMP 2023 Workshops

Computer Safety, Reliability, and Security. SAFECOMP 2023 Workshops
Author: Jérémie Guiochet
Publisher: Springer Nature
Total Pages: 448
Release: 2023-10-15
Genre: Computers
ISBN: 3031409531
GET BOOK

Download Computer Safety, Reliability, and Security. SAFECOMP 2023 Workshops Book in PDF, ePub and Kindle

This book constitutes the proceedings of the Workshops held in conjunction with SAFECOMP 2023, held in Toulouse, France, during September 19, 2023. The 35 full papers included in this volume were carefully reviewed and selected from 49 submissions. - - 8th International Workshop on Assurance Cases for Software-intensive Systems (ASSURE 2023) - - 18th International Workshop on Dependable Smart Embedded and Cyber-Physical Systems and Systems-of-Systems (DECSoS 2023) - - 10th International Workshop on Next Generation of System Assurance Approaches for Critical Systems (SASSUR 2023) - - Second International Workshop on Security and Safety Interactions (SENSEI 2023) - - First International Workshop on Safety/ Reliability/ Trustworthiness of Intelligent Transportation Systems (SRToITS 2023) - - 6th International Workshop on Artificial Intelligence Safety Engineering (WAISE 2023)

Augmented Cognition

Augmented Cognition
Author: Dylan D. Schmorrow
Publisher: Springer Nature
Total Pages: 486
Release: 2021-07-03
Genre: Computers
ISBN: 3030781143
GET BOOK

Download Augmented Cognition Book in PDF, ePub and Kindle

This book constitutes the refereed proceedings of the 15th International Conference on Augmented Cognition, AC 2021, held as part of the 23rd International Conference, HCI International 2021, held as a virtual event, in July 2021. The total of 1276 papers and 241 posters included in the 39 HCII 2021 proceedings volumes was carefully reviewed and selected from 5222 submissions. AC 2021 includes a total of 32 papers; they were organized in topical sections named: BCI and brain activity measurement physiological measuring and human performance; modelling human cognition; and augmented cognition in complex environments.​

Information assurance trends in vulnerabilities, threats, and technologies

Information assurance trends in vulnerabilities, threats, and technologies
Author:
Publisher: DIANE Publishing
Total Pages: 154
Release: 2004
Genre:
ISBN: 1428982620
GET BOOK

Download Information assurance trends in vulnerabilities, threats, and technologies Book in PDF, ePub and Kindle

One of the missions of the Center for Technology and National Security Policy at National Defense University is to study the transformation of America's military and to explore the consequences of the information revolution. To further this mission, National Defense University, in collaboration with The Center for Public Policy and Private Enterprise of the University of Maryland's School of Public Affairs, brought together leaders in the fields of military and commercial technology. The purpose of the meeting was to gain insight into the risks and vulnerabilities inherent in the use of information technology on the battlefield and in military systems. This volume presents the results of that workshop. This volume examines threats and vulnerabilities in the following four areas: (1) physical attacks on critical information nodes; (2) electromagnetic attacks against ground, airborne, or space-based information assets; (3) cyber attacks against information systems; and (4) attacks and system failures made possible by the increased level of complexity inherent in the multiplicity of advanced systems. Chapters are as follows: "Trends in Vulnerabilities, Threats, and Technologies," by Jacques S. Gansler and William Lucyshyn; "Physical Vulnerabilities of Critical Information Systems," by Robert H. Anderson; "Physical Vulnerabilities Exposed at the National Training Center," by Colonel John D. Rosenberger; "Dealing with Physical Vulnerabilities," by Bruce W. MacDonald; "Vulnerabilities to Electromagnetic Attack of Defense Information Systems," by John M. Borky; "Vulnerabilities to Electromagnetic Attack of the Civil Infrastructure," by Donald C. Latham; "Trends in Cyber Vulnerabilities, Threats, and Countermeasures," by Michael A. Vatis; "Enhancing Cyber Security for the Warfighter," by Sean R. Finnegan; "Complexity of Network Centric Warfare," by Stanley B. Alterman; and "Difficulties with Network Centric Warfare," by Charles Perrow.

Cyber Threat Intelligence: Identifying and Mitigating Cyber Threats

Cyber Threat Intelligence: Identifying and Mitigating Cyber Threats
Author: Michael Roberts
Publisher: Richards Education
Total Pages: 155
Release:
Genre: Computers
ISBN:
GET BOOK

Download Cyber Threat Intelligence: Identifying and Mitigating Cyber Threats Book in PDF, ePub and Kindle

Dive into the realm of cybersecurity with 'Cyber Threat Intelligence: Enhancing Security Through Proactive Detection.' This essential guide provides a comprehensive overview of cyber threat intelligence, empowering cybersecurity professionals and organizations to identify, mitigate, and prevent cyber threats effectively. From understanding threat actors and collection techniques to analyzing and applying intelligence for strategic decision-making, each chapter offers practical insights, methodologies, and real-world examples. Whether you're defending against sophisticated cyber attacks or enhancing your threat intelligence capabilities, this book serves as your indispensable companion in navigating the evolving landscape of cybersecurity.

Innovations in Cybersecurity Education

Innovations in Cybersecurity Education
Author: Kevin Daimi
Publisher: Springer Nature
Total Pages: 391
Release: 2020-11-21
Genre: Education
ISBN: 3030502449
GET BOOK

Download Innovations in Cybersecurity Education Book in PDF, ePub and Kindle

This book focuses on a wide range of innovations related to Cybersecurity Education which include: curriculum development, faculty and professional development, laboratory enhancements, community outreach, and student learning. The book includes topics such as: Network Security, Biometric Security, Data Security, Operating Systems Security, Security Countermeasures, Database Security, Cloud Computing Security, Industrial Control and Embedded Systems Security, Cryptography, and Hardware and Supply Chain Security. The book introduces the concepts, techniques, methods, approaches and trends needed by cybersecurity specialists and educators for keeping current their security knowledge. Further, it provides a glimpse of future directions where cybersecurity techniques, policies, applications, and theories are headed. The book is a rich collection of carefully selected and reviewed manuscripts written by diverse cybersecurity experts in the listed fields and edited by prominent cybersecurity researchers and specialists.

At the Nexus of Cybersecurity and Public Policy

At the Nexus of Cybersecurity and Public Policy
Author: National Research Council
Publisher: National Academies Press
Total Pages: 170
Release: 2014-06-16
Genre: Computers
ISBN: 0309303214
GET BOOK

Download At the Nexus of Cybersecurity and Public Policy Book in PDF, ePub and Kindle

We depend on information and information technology (IT) to make many of our day-to-day tasks easier and more convenient. Computers play key roles in transportation, health care, banking, and energy. Businesses use IT for payroll and accounting, inventory and sales, and research and development. Modern military forces use weapons that are increasingly coordinated through computer-based networks. Cybersecurity is vital to protecting all of these functions. Cyberspace is vulnerable to a broad spectrum of hackers, criminals, terrorists, and state actors. Working in cyberspace, these malevolent actors can steal money, intellectual property, or classified information; impersonate law-abiding parties for their own purposes; damage important data; or deny the availability of normally accessible services. Cybersecurity issues arise because of three factors taken together - the presence of malevolent actors in cyberspace, societal reliance on IT for many important functions, and the presence of vulnerabilities in IT systems. What steps can policy makers take to protect our government, businesses, and the public from those would take advantage of system vulnerabilities? At the Nexus of Cybersecurity and Public Policy offers a wealth of information on practical measures, technical and nontechnical challenges, and potential policy responses. According to this report, cybersecurity is a never-ending battle; threats will evolve as adversaries adopt new tools and techniques to compromise security. Cybersecurity is therefore an ongoing process that needs to evolve as new threats are identified. At the Nexus of Cybersecurity and Public Policy is a call for action to make cybersecurity a public safety priority. For a number of years, the cybersecurity issue has received increasing public attention; however, most policy focus has been on the short-term costs of improving systems. In its explanation of the fundamentals of cybersecurity and the discussion of potential policy responses, this book will be a resource for policy makers, cybersecurity and IT professionals, and anyone who wants to understand threats to cyberspace.

Assessing Cyber Security

Assessing Cyber Security
Author: Maarten Gehem
Publisher: The Hague Centre for Strategic Studies
Total Pages: 102
Release: 2015-04-16
Genre:
ISBN: 9492102129
GET BOOK

Download Assessing Cyber Security Book in PDF, ePub and Kindle

Over the years, a plethora of reports has emerged that assess the causes, dynamics, and effects of cyber threats. This proliferation of reports is an important sign of the increasing prominence of cyber attacks for organizations, both public and private, and citizens all over the world. In addition, cyber attacks are drawing more and more attention in the media. Such efforts can help to better awareness and understanding of cyber threats and pave the way to improved prevention, mitigation, and resilience. This report aims to help in this task by assessing what we know about cyber security threats based on a review of 70 studies published by public authorities, companies, and research organizations from about 15 countries over the last few years. It answers the following questions: what do we know about the number, origin, and impact of cyber attacks? What are the current and emerging cyber security trends? And how well are we prepared to face these threats?