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Title Data analytics and decision support for cybersecurity : trends, methodologies and applications / Iván Palomares Carrascosa, Harsha Kumara Kalutarage, Yan Huang, editors
Published Cham : Springer International Publishing, 2017

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Description 1 online resource (278 pages)
Series Data Analytics
Data analytics.
Contents A Toolset for Intrusion and Insider Threat Detection / Markus Ring, Sarah Wunderlich, Dominik Grüdl, Dieter Landes, and Andreas Hotho -- Human-Machine Decision Support Systems for Insider Threat Detection / Philip A. Legg -- Detecting Malicious Collusion Between Mobile Software Applications: The Android Case / Irina Măvoae, Jorge Blasco, Thomas M. Chen, Harsha Kumara Kalutarage, Igor Muttik, Hoang Nga Nguyen, Markus Roggenbach, and Siraj Ahmed Shaikh -- Dynamic Analysis of Malware Using Run-Time Opcodes / Domhnall Carlin, Philip O'Kane, and Sakir Sezer -- Big Data Analytics for Intrusion Detection System: Statistical Decision-Making Using Finite Dirichlet Mixture Models / Nour Moustafa, Gideon Creech, and Jilly Slay -- Security of Online Examinations / Yousef W. Sabbah -- Attribute Noise, Classification Technique, and Classification Accuracy / R. Indika P. Wickramasinghe -- Learning From Loads: An Intelligent System for Decision Support in Identifying Nodal Load Disturbances of Cyber-Attacks in Smart Power Systems Using Gaussian Processes and Fuzzy Inference / Miltiadis Alamaniotis and Lefteri H. Tsoukalas -- Visualization and Data Provenance Trends in Decision Support for Cybersecurity / Jeffery Garae and Ryan K.L. Ko
Summary 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
Notes Print version record
Subject Computer security -- Decision making
Data encryption.
Business mathematics & systems.
Data mining.
COMPUTERS -- Computer Literacy.
COMPUTERS -- Computer Science.
COMPUTERS -- Data Processing.
COMPUTERS -- Hardware -- General.
COMPUTERS -- Information Technology.
COMPUTERS -- Machine Theory.
COMPUTERS -- Reference.
Form Electronic book
Author Palomares Carrascosa, Iván, editor
Kalutarage, Harsha Kumara, editor
Huang, Yan, editor
ISBN 9783319594392
3319594397