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020 _a9783030172770
_9978-3-030-17277-0
024 7 _a10.1007/978-3-030-17277-0
_2doi
050 4 _aQA76.9.A25
072 7 _aUR
_2bicssc
072 7 _aCOM053000
_2bisacsh
072 7 _aUR
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082 0 4 _a005.8
_223
245 1 0 _aPolicy-Based Autonomic Data Governance
_h[electronic resource] /
_cedited by Seraphin Calo, Elisa Bertino, Dinesh Verma.
250 _a1st ed. 2019.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2019.
300 _aXIV, 227 p. 126 illus., 36 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aInformation Systems and Applications, incl. Internet/Web, and HCI,
_x2946-1642 ;
_v11550
505 0 _aSystems, use-cases and foundational principles underlying generative policies -- AGENP: An ASGrammar-based GENerative Policy Framework -- Value of Information: Quantification and Application to Coalition Machine Learning -- Self-Generating Policies for Machine Learning in Coalition Environments -- Approaches and techniques for safe autonomy -- Can N-version Decision-Making Prevent the Rebirth of HAL 9000 in Military Camo? Using a "Golden Rule" Threshold to Prevent AI Mission Individuation -- Simulating User Activity for Assessing Effect of Sampling on DB Activity Monitoring Anomaly Detection -- FADa-CPS - Faults and Attacks Discrimination in Cyber Physical Systems -- Techniques and Systems for Anomaly Detection in Database Systems -- Policies and autonomy in federated and distributed environments -- Towards Enabling trusted Artificial Intelligence via Blockchain -- Secure Model Fusion for Distributed Learning using Partial Homomorphic Encryption -- Policy based Identification of IoT Devices' Vendor and Type by DNS Traffic Analysis -- Redundancy for the Autonomic Management of Fault-tolerance in the Internet of Things.
520 _aAdvances in artificial intelligence, sensor computing, robotics, and mobile systems are making autonomous systems a reality. At the same time, the influence of edge computing is leading to more distributed architectures incorporating more autonomous elements. The flow of information is critical in such environments, but the real time, distributed nature of the system components complicates the data protection mechanisms. Policy-based management has proven useful in simplifying the complexity of management in domains like networking, security, and storage; it is expected that many of those benefits would carry over to the task of managing big data and autonomous systems. This book aims at providing an overview of recent work and identifying challenges related to the design of policy-based approaches for managing big data and autonomous systems. An important new direction explored in the book is to make the major elements of the system self-describing and self-managing. This would lead to architectures where policy mechanisms are tightly coupled with the system elements. In such integrated architectures, we need new models for information assurance, traceability of information, and better provenance on information flows. In addition when dealing with devices with actuation capabilities and, thus, being able to make changes to physical spaces, safety is critical. With an emphasis on policy-based mechanisms for governance of data security and privacy, and for safety assurance, the papers in this volume follow three broad themes: foundational principles and use-cases for the autonomous generation of policies; safe autonomy; policies and autonomy in federated environments.
650 0 _aComputer security.
_93970
650 0 _aComputer networks .
_931572
650 0 _aArtificial intelligence.
_93407
650 0 _aComputers.
_98172
650 1 4 _aPrinciples and Models of Security.
_978911
650 2 4 _aComputer Communication Networks.
_996639
650 2 4 _aArtificial Intelligence.
_93407
650 2 4 _aComputer Hardware.
_933420
700 1 _aCalo, Seraphin.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_996641
700 1 _aBertino, Elisa.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_996642
700 1 _aVerma, Dinesh.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_996644
710 2 _aSpringerLink (Online service)
_996647
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783030172763
776 0 8 _iPrinted edition:
_z9783030172787
830 0 _aInformation Systems and Applications, incl. Internet/Web, and HCI,
_x2946-1642 ;
_v11550
_996649
856 4 0 _uhttps://doi.org/10.1007/978-3-030-17277-0
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