Data Analysis for Network Cyber-Security

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Author :
Publisher : World Scientific
ISBN 13 : 1783263768
Total Pages : 200 pages
Book Rating : 4.7/5 (832 download)

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Book Synopsis Data Analysis for Network Cyber-Security by : Niall Adams

Download or read book Data Analysis for Network Cyber-Security written by Niall Adams and published by World Scientific. This book was released on 2014-02-28 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt: There is increasing pressure to protect computer networks against unauthorized intrusion, and some work in this area is concerned with engineering systems that are robust to attack. However, no system can be made invulnerable. Data Analysis for Network Cyber-Security focuses on monitoring and analyzing network traffic data, with the intention of preventing, or quickly identifying, malicious activity. Such work involves the intersection of statistics, data mining and computer science. Fundamentally, network traffic is relational, embodying a link between devices. As such, graph analysis approaches are a natural candidate. However, such methods do not scale well to the demands of real problems, and the critical aspect of the timing of communications events is not accounted for in these approaches. This book gathers papers from leading researchers to provide both background to the problems and a description of cutting-edge methodology. The contributors are from diverse institutions and areas of expertise and were brought together at a workshop held at the University of Bristol in March 2013 to address the issues of network cyber security. The workshop was supported by the Heilbronn Institute for Mathematical Research. Contents:Inference for Graphs and Networks: Adapting Classical Tools to Modern Data (Benjamin P Olding and Patrick J Wolfe)Rapid Detection of Attacks in Computer Networks by Quickest Changepoint Detection Methods (Alexander G Tartakovsky)Statistical Detection of Intruders Within Computer Networks Using Scan Statistics (Joshua Neil, Curtis Storlie, Curtis Hash and Alex Brugh)Characterizing Dynamic Group Behavior in Social Networks for Cybernetics (Sumeet Dua and Pradeep Chowriappa)Several Approaches for Detecting Anomalies in Network Traffic Data (Céline Lévy-Leduc)Monitoring a Device in a Communication Network (Nicholas A Heard and Melissa Turcotte) Readership: Researchers and graduate students in the fields of network traffic data analysis and network cyber security. Key Features:This book is unique in being a treatise on the statistical analysis of network traffic dataThe contributors are leading researches in the field and will give authoritative descriptions of cutting edge methodologyThe book features material from diverse areas, and as such forms a unified view of network cyber securityKeywords:Network Data Analysis;Cyber Security;Change Detection;Anomaly Detection

Big Data Analytics in Cybersecurity

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Author :
Publisher : CRC Press
ISBN 13 : 1351650416
Total Pages : 452 pages
Book Rating : 4.3/5 (516 download)

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Book Synopsis Big Data Analytics in Cybersecurity by : Onur Savas

Download or read book Big Data Analytics in Cybersecurity written by Onur Savas and published by CRC Press. This book was released on 2017-09-18 with total page 452 pages. Available in PDF, EPUB and Kindle. Book excerpt: Big data is presenting challenges to cybersecurity. For an example, the Internet of Things (IoT) will reportedly soon generate a staggering 400 zettabytes (ZB) of data a year. Self-driving cars are predicted to churn out 4000 GB of data per hour of driving. Big data analytics, as an emerging analytical technology, offers the capability to collect, store, process, and visualize these vast amounts of data. Big Data Analytics in Cybersecurity examines security challenges surrounding big data and provides actionable insights that can be used to improve the current practices of network operators and administrators. Applying big data analytics in cybersecurity is critical. By exploiting data from the networks and computers, analysts can discover useful network information from data. Decision makers can make more informative decisions by using this analysis, including what actions need to be performed, and improvement recommendations to policies, guidelines, procedures, tools, and other aspects of the network processes. Bringing together experts from academia, government laboratories, and industry, the book provides insight to both new and more experienced security professionals, as well as data analytics professionals who have varying levels of cybersecurity expertise. It covers a wide range of topics in cybersecurity, which include: Network forensics Threat analysis Vulnerability assessment Visualization Cyber training. In addition, emerging security domains such as the IoT, cloud computing, fog computing, mobile computing, and cyber-social networks are examined. The book first focuses on how big data analytics can be used in different aspects of cybersecurity including network forensics, root-cause analysis, and security training. Next it discusses big data challenges and solutions in such emerging cybersecurity domains as fog computing, IoT, and mobile app security. The book concludes by presenting the tools and datasets for future cybersecurity research.

Network Security Through Data Analysis

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Author :
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 149196281X
Total Pages : 427 pages
Book Rating : 4.4/5 (919 download)

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Book Synopsis Network Security Through Data Analysis by : Michael Collins

Download or read book Network Security Through Data Analysis written by Michael Collins and published by "O'Reilly Media, Inc.". This book was released on 2017-09-08 with total page 427 pages. Available in PDF, EPUB and Kindle. Book excerpt: Traditional intrusion detection and logfile analysis are no longer enough to protect today’s complex networks. In the updated second edition of this practical guide, security researcher Michael Collins shows InfoSec personnel the latest techniques and tools for collecting and analyzing network traffic datasets. You’ll understand how your network is used, and what actions are necessary to harden and defend the systems within it. In three sections, this book examines the process of collecting and organizing data, various tools for analysis, and several different analytic scenarios and techniques. New chapters focus on active monitoring and traffic manipulation, insider threat detection, data mining, regression and machine learning, and other topics. You’ll learn how to: Use sensors to collect network, service, host, and active domain data Work with the SiLK toolset, Python, and other tools and techniques for manipulating data you collect Detect unusual phenomena through exploratory data analysis (EDA), using visualization and mathematical techniques Analyze text data, traffic behavior, and communications mistakes Identify significant structures in your network with graph analysis Examine insider threat data and acquire threat intelligence Map your network and identify significant hosts within it Work with operations to develop defenses and analysis techniques

Big Data Analytics in Cybersecurity

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Author :
Publisher : CRC Press
ISBN 13 : 1498772161
Total Pages : 336 pages
Book Rating : 4.4/5 (987 download)

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Book Synopsis Big Data Analytics in Cybersecurity by : Onur Savas

Download or read book Big Data Analytics in Cybersecurity written by Onur Savas and published by CRC Press. This book was released on 2017-09-18 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: Big data is presenting challenges to cybersecurity. For an example, the Internet of Things (IoT) will reportedly soon generate a staggering 400 zettabytes (ZB) of data a year. Self-driving cars are predicted to churn out 4000 GB of data per hour of driving. Big data analytics, as an emerging analytical technology, offers the capability to collect, store, process, and visualize these vast amounts of data. Big Data Analytics in Cybersecurity examines security challenges surrounding big data and provides actionable insights that can be used to improve the current practices of network operators and administrators. Applying big data analytics in cybersecurity is critical. By exploiting data from the networks and computers, analysts can discover useful network information from data. Decision makers can make more informative decisions by using this analysis, including what actions need to be performed, and improvement recommendations to policies, guidelines, procedures, tools, and other aspects of the network processes. Bringing together experts from academia, government laboratories, and industry, the book provides insight to both new and more experienced security professionals, as well as data analytics professionals who have varying levels of cybersecurity expertise. It covers a wide range of topics in cybersecurity, which include: Network forensics Threat analysis Vulnerability assessment Visualization Cyber training. In addition, emerging security domains such as the IoT, cloud computing, fog computing, mobile computing, and cyber-social networks are examined. The book first focuses on how big data analytics can be used in different aspects of cybersecurity including network forensics, root-cause analysis, and security training. Next it discusses big data challenges and solutions in such emerging cybersecurity domains as fog computing, IoT, and mobile app security. The book concludes by presenting the tools and datasets for future cybersecurity research.

Data Science For Cyber-security

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Author :
Publisher : World Scientific
ISBN 13 : 178634565X
Total Pages : 304 pages
Book Rating : 4.7/5 (863 download)

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Book Synopsis Data Science For Cyber-security by : Adams Niall M

Download or read book Data Science For Cyber-security written by Adams Niall M and published by World Scientific. This book was released on 2018-09-25 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cyber-security is a matter of rapidly growing importance in industry and government. This book provides insight into a range of data science techniques for addressing these pressing concerns.The application of statistical and broader data science techniques provides an exciting growth area in the design of cyber defences. Networks of connected devices, such as enterprise computer networks or the wider so-called Internet of Things, are all vulnerable to misuse and attack, and data science methods offer the promise to detect such behaviours from the vast collections of cyber traffic data sources that can be obtained. In many cases, this is achieved through anomaly detection of unusual behaviour against understood statistical models of normality.This volume presents contributed papers from an international conference of the same name held at Imperial College. Experts from the field have provided their latest discoveries and review state of the art technologies.

Network Security Through Data Analysis

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Author :
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1449357865
Total Pages : 570 pages
Book Rating : 4.4/5 (493 download)

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Book Synopsis Network Security Through Data Analysis by : Michael S Collins

Download or read book Network Security Through Data Analysis written by Michael S Collins and published by "O'Reilly Media, Inc.". This book was released on 2014-02-10 with total page 570 pages. Available in PDF, EPUB and Kindle. Book excerpt: Traditional intrusion detection and logfile analysis are no longer enough to protect today’s complex networks. In this practical guide, security researcher Michael Collins shows you several techniques and tools for collecting and analyzing network traffic datasets. You’ll understand how your network is used, and what actions are necessary to protect and improve it. Divided into three sections, this book examines the process of collecting and organizing data, various tools for analysis, and several different analytic scenarios and techniques. It’s ideal for network administrators and operational security analysts familiar with scripting. Explore network, host, and service sensors for capturing security data Store data traffic with relational databases, graph databases, Redis, and Hadoop Use SiLK, the R language, and other tools for analysis and visualization Detect unusual phenomena through Exploratory Data Analysis (EDA) Identify significant structures in networks with graph analysis Determine the traffic that’s crossing service ports in a network Examine traffic volume and behavior to spot DDoS and database raids Get a step-by-step process for network mapping and inventory

Security Analytics

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Author :
Publisher : CRC Press
ISBN 13 : 1000597563
Total Pages : 286 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Security Analytics by : Mehak Khurana

Download or read book Security Analytics written by Mehak Khurana and published by CRC Press. This book was released on 2022-06-24 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book gives a comprehensive overview of security issues in cyber physical systems by examining and analyzing the vulnerabilities. It also brings current understanding of common web vulnerabilities and its analysis while maintaining awareness and knowledge of contemporary standards, practices, procedures and methods of Open Web Application Security Project. This book is a medium to funnel creative energy and develop new skills of hacking and analysis of security and expedites the learning of the basics of investigating crimes, including intrusion from the outside and damaging practices from the inside, how criminals apply across devices, networks, and the internet at large and analysis of security data. Features Helps to develop an understanding of how to acquire, prepare, visualize security data. Unfolds the unventured sides of the cyber security analytics and helps spread awareness of the new technological boons. Focuses on the analysis of latest development, challenges, ways for detection and mitigation of attacks, advanced technologies, and methodologies in this area. Designs analytical models to help detect malicious behaviour. The book provides a complete view of data analytics to the readers which include cyber security issues, analysis, threats, vulnerabilities, novel ideas, analysis of latest techniques and technology, mitigation of threats and attacks along with demonstration of practical applications, and is suitable for a wide-ranging audience from graduates to professionals/practitioners and researchers.

Data Analytics and Decision Support for Cybersecurity

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Author :
Publisher : Springer
ISBN 13 : 3319594397
Total Pages : 270 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Data Analytics and Decision Support for Cybersecurity by : Iván Palomares Carrascosa

Download or read book Data Analytics and Decision Support for Cybersecurity written by Iván Palomares Carrascosa and published by Springer. This book was released on 2017-08-01 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book illustrates the inter-relationship between several data management, analytics and decision support techniques and methods commonly adopted in Cybersecurity-oriented frameworks. The recent advent of Big Data paradigms and the use of data science methods, has resulted in a higher demand for effective data-driven models that support decision-making at a strategic level. This motivates the need for defining novel data analytics and decision support approaches in a myriad of real-life scenarios and problems, with Cybersecurity-related domains being no exception. This contributed volume comprises nine chapters, written by leading international researchers, covering a compilation of recent advances in Cybersecurity-related applications of data analytics and decision support approaches. In addition to theoretical studies and overviews of existing relevant literature, this book comprises a selection of application-oriented research contributions. The investigations undertaken across these chapters focus on diverse and critical Cybersecurity problems, such as Intrusion Detection, Insider Threats, Insider Threats, Collusion Detection, Run-Time Malware Detection, Intrusion Detection, E-Learning, Online Examinations, Cybersecurity noisy data removal, Secure Smart Power Systems, Security Visualization and Monitoring. Researchers and professionals alike will find the chapters an essential read for further research on the topic.

Cyber Security Intelligence and Analytics

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Author :
Publisher : Springer
ISBN 13 : 3030152359
Total Pages : 1453 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Cyber Security Intelligence and Analytics by : Zheng Xu

Download or read book Cyber Security Intelligence and Analytics written by Zheng Xu and published by Springer. This book was released on 2019-04-24 with total page 1453 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the outcomes of the 2019 International Conference on Cyber Security Intelligence and Analytics (CSIA2019), an international conference dedicated to promoting novel theoretical and applied research advances in the interdisciplinary field of cyber security, particularly focusing on threat intelligence, analytics, and countering cyber crime. The conference provides a forum for presenting and discussing innovative ideas, cutting-edge research findings, and novel techniques, methods and applications on all aspects of Cyber Security Intelligence and Analytics.

Security Data Visualization

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Author :
Publisher : No Starch Press
ISBN 13 : 1593271433
Total Pages : 274 pages
Book Rating : 4.5/5 (932 download)

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Book Synopsis Security Data Visualization by : Greg Conti

Download or read book Security Data Visualization written by Greg Conti and published by No Starch Press. This book was released on 2007 with total page 274 pages. Available in PDF, EPUB and Kindle. Book excerpt: An introduction to a range of cyber security issues explains how to utilize graphical approaches to displaying and understanding computer security data, such as network traffic, server logs, and executable files, offering guidelines for identifying a network attack, how to assess a system for vulnerabilities with Afterglow and RUMINT visualization software, and how to protect a system from additional attacks. Original. (Intermediate)

Cyber Security: Analytics, Technology and Automation

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Publisher : Springer
ISBN 13 : 3319183028
Total Pages : 269 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Cyber Security: Analytics, Technology and Automation by : Martti Lehto

Download or read book Cyber Security: Analytics, Technology and Automation written by Martti Lehto and published by Springer. This book was released on 2015-05-30 with total page 269 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book, in addition to the cyber threats and technology, processes cyber security from many sides as a social phenomenon and how the implementation of the cyber security strategy is carried out. The book gives a profound idea of the most spoken phenomenon of this time. The book is suitable for a wide-ranging audience from graduate to professionals/practitioners and researchers. Relevant disciplines for the book are Telecommunications / Network security, Applied mathematics / Data analysis, Mobile systems / Security, Engineering / Security of critical infrastructure and Military science / Security.

Dynamic Networks and Cyber-Security

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Author :
Publisher : World Scientific
ISBN 13 : 1786340763
Total Pages : 224 pages
Book Rating : 4.7/5 (863 download)

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Book Synopsis Dynamic Networks and Cyber-Security by : Niall Adams

Download or read book Dynamic Networks and Cyber-Security written by Niall Adams and published by World Scientific. This book was released on 2016-03-22 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: As an under-studied area of academic research, the analysis of computer network traffic data is still in its infancy. However, the challenge of detecting and mitigating malicious or unauthorised behaviour through the lens of such data is becoming an increasingly prominent issue. This collection of papers by leading researchers and practitioners synthesises cutting-edge work in the analysis of dynamic networks and statistical aspects of cyber security. The book is structured in such a way as to keep security application at the forefront of discussions. It offers readers easy access into the area of data analysis for complex cyber-security applications, with a particular focus on temporal and network aspects. Chapters can be read as standalone sections and provide rich reviews of the latest research within the field of cyber-security. Academic readers will benefit from state-of-the-art descriptions of new methodologies and their extension to real practical problems while industry professionals will appreciate access to more advanced methodology than ever before. Contents:Network Attacks and the Data They Affect (M Morgan, J Sexton, J Neil, A Ricciardi & J Theimer)Cyber-Security Data Sources for Dynamic Network Research (A D Kent)Modelling User Behaviour in a Network Using Computer Event Logs (M J M Turcotte, N A Heard & A D Kent)Network Services as Risk Factors: A Genetic Epidemiology Approach to Cyber-Security (S Gil)Community Detection and Role Identification in Directed Networks: Understanding the Twitter Network of the Care.Data Debate (B Amor, S Vuik, R Callahan, A Darzi, S N Yaliraki & M Barahona)Anomaly Detection for Cyber Security Applications (P Rubin-Delanchy, D J Lawson & N A Heard)Exponential Random Graph Modelling of Static and Dynamic Social Networks (A Caimo)Hierarchical Dynamic Walks (A V Mantzaris, P Grindrod & D J Higham)Temporal Reachability in Dynamic Networks (A Hagberg, N Lemons & S Misra) Readership: Researchers and practitioners in dynamic network analysis and cyber-security. Key Features:Detailed descriptions of the behaviour of attackersDiscussions of new public domain data sources, including data quality issuesA collection of papers introducing novel methodology for cyber-data analysis

Applied Network Security Monitoring

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Publisher : Elsevier
ISBN 13 : 0124172164
Total Pages : 496 pages
Book Rating : 4.1/5 (241 download)

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Book Synopsis Applied Network Security Monitoring by : Chris Sanders

Download or read book Applied Network Security Monitoring written by Chris Sanders and published by Elsevier. This book was released on 2013-11-26 with total page 496 pages. Available in PDF, EPUB and Kindle. Book excerpt: Applied Network Security Monitoring is the essential guide to becoming an NSM analyst from the ground up. This book takes a fundamental approach to NSM, complete with dozens of real-world examples that teach you the key concepts of NSM. Network security monitoring is based on the principle that prevention eventually fails. In the current threat landscape, no matter how much you try, motivated attackers will eventually find their way into your network. At that point, it is your ability to detect and respond to that intrusion that can be the difference between a small incident and a major disaster. The book follows the three stages of the NSM cycle: collection, detection, and analysis. As you progress through each section, you will have access to insights from seasoned NSM professionals while being introduced to relevant, practical scenarios complete with sample data. If you've never performed NSM analysis, Applied Network Security Monitoring will give you an adequate grasp on the core concepts needed to become an effective analyst. If you are already a practicing analyst, this book will allow you to grow your analytic technique to make you more effective at your job. Discusses the proper methods for data collection, and teaches you how to become a skilled NSM analyst Provides thorough hands-on coverage of Snort, Suricata, Bro-IDS, SiLK, and Argus Loaded with practical examples containing real PCAP files you can replay, and uses Security Onion for all its lab examples Companion website includes up-to-date blogs from the authors about the latest developments in NSM

Big Data Analytics in Cybersecurity and IT Management

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Author :
Publisher :
ISBN 13 : 9781315154374
Total Pages : pages
Book Rating : 4.1/5 (543 download)

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Book Synopsis Big Data Analytics in Cybersecurity and IT Management by : Onur Savas

Download or read book Big Data Analytics in Cybersecurity and IT Management written by Onur Savas and published by . This book was released on 2017 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The power of big data in cybersecurity -- Big data analytics for network forensics -- Dynamic analytics-driven assessment of vulnerabilities and exploitation -- Big data analytics for mobile app security -- Machine unlearning: repairing learning models in adversarial -- Environments -- Cybersecurity training -- Machine unlearning: repairing learning models in adversarial environments -- Big data analytics for mobile app security -- Security, privacy and trust in cloud computing: challenges and solutions -- Cybersecurity in internet of things (IOT) -- Data visualization for cyber security -- Analyzing deviant socio-technical behaviors using social network analysis and cyber forensics-based methodologies -- Security tools -- Data and research initiatives for cybersecurity analysis

Practical Packet Analysis

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Author :
Publisher : No Starch Press
ISBN 13 : 1593271492
Total Pages : 194 pages
Book Rating : 4.5/5 (932 download)

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Book Synopsis Practical Packet Analysis by : Chris Sanders

Download or read book Practical Packet Analysis written by Chris Sanders and published by No Starch Press. This book was released on 2007 with total page 194 pages. Available in PDF, EPUB and Kindle. Book excerpt: Provides information on ways to use Wireshark to capture and analyze packets, covering such topics as building customized capture and display filters, graphing traffic patterns, and building statistics and reports.

Machine Intelligence and Big Data Analytics for Cybersecurity Applications

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Publisher : Springer Nature
ISBN 13 : 303057024X
Total Pages : 539 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Machine Intelligence and Big Data Analytics for Cybersecurity Applications by : Yassine Maleh

Download or read book Machine Intelligence and Big Data Analytics for Cybersecurity Applications written by Yassine Maleh and published by Springer Nature. This book was released on 2020-12-14 with total page 539 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the latest advances in machine intelligence and big data analytics to improve early warning of cyber-attacks, for cybersecurity intrusion detection and monitoring, and malware analysis. Cyber-attacks have posed real and wide-ranging threats for the information society. Detecting cyber-attacks becomes a challenge, not only because of the sophistication of attacks but also because of the large scale and complex nature of today’s IT infrastructures. It discusses novel trends and achievements in machine intelligence and their role in the development of secure systems and identifies open and future research issues related to the application of machine intelligence in the cybersecurity field. Bridging an important gap between machine intelligence, big data, and cybersecurity communities, it aspires to provide a relevant reference for students, researchers, engineers, and professionals working in this area or those interested in grasping its diverse facets and exploring the latest advances on machine intelligence and big data analytics for cybersecurity applications.

Occupational Outlook Handbook

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Publisher :
ISBN 13 :
Total Pages : 740 pages
Book Rating : 4.3/5 ( download)

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Book Synopsis Occupational Outlook Handbook by : United States. Bureau of Labor Statistics

Download or read book Occupational Outlook Handbook written by United States. Bureau of Labor Statistics and published by . This book was released on 1957 with total page 740 pages. Available in PDF, EPUB and Kindle. Book excerpt: