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کاربردهای نظامی تحلیل داده‌ها

Military Applications of Data Analytics (Data Analytics Applications)

معرفی کتاب «کاربردهای نظامی تحلیل داده‌ها» (با عنوان لاتین Military Applications of Data Analytics (Data Analytics Applications)) نوشتهٔ Kevin Huggins (editor)، منتشرشده توسط نشر Auerbach Publications در سال 2018. این کتاب در فرمت pdf، زبان انگلیسی ارائه شده است.

Military organizations around the world are normally huge producers and consumers of data. Accordingly, they stand to gain from the many benefits associated with data analytics. However, for leaders in defense organizations―either government or industry―accessible use cases are not always available. This book presents a diverse collection of cases that explore the realm of possibilities in military data analytics. These use cases explore such topics as: * Context for maritime situation awareness * Data analytics for electric power and energy applications * Environmental data analytics in military operations * Data analytics and training effectiveness evaluation * Harnessing single board computers for military data analytics * Analytics for military training in virtual reality environments A chapter on using single board computers explores their application in a variety of domains, including wireless sensor networks, unmanned vehicles, and cluster computing. The investigation into a process for extracting and codifying expert knowledge provides a practical and useful model for soldiers that can support diagnostics, decision making, analysis of alternatives, and myriad other analytical processes. Data analytics is seen as having a role in military learning, and a chapter in the book describes the ongoing work with the United States Army Research Laboratory to apply data analytics techniques to the design of courses, evaluation of individual and group performances, and the ability to tailor the learning experience to achieve optimal learning outcomes in a minimum amount of time. Another chapter discusses how virtual reality and analytics are transforming training of military personnel. Virtual reality and analytics are also transforming monitoring, decision making, readiness, and operations. Military Applications of Data Analytics brings together a collection of technical and application-oriented use cases. It enables decision makers and technologists to make connections between data analytics and such fields as virtual reality and cognitive science that are driving military organizations around the world forward. Cover Half Title Title Page Copyright Page Table of Contents Preface Acknowledgments Editor Contributors 1: Bayesian Networks for Descriptive Analytics in Military Equipment Applications 2: Network Modeling and Analysis of Data and Relationships: Developing Cyber and Complexity Science 3: Context for Maritime Situation Awareness 4: Harnessing Single Board Computers for Military Data Analytics 5: Data Analytics and Training Effectiveness Evaluation 6: Data Analytics for Electric Power and Energy Applications 7: The Evolution of Environmental Data Analytics in Military Operations 8: Autoregressive Bayesian Networks for Information Validation and Amendment in Military Applications 9: Developing Cyber-Personas from Syslog Files for Insider Threat Detection: A Feasibility Study 10: Analytics for Military Training in Virtual Reality Environments Index "The military produces, senses, and consumes a tremendous amount of data. Developing ways to effectively leverage these troves of data to enhance operations is a persistent goal. This book explores data analytics techniques that military scientists and practitioners around the world are doing to achieve this. The book is organized around data analytics applications in the primary military domains of Personnel, Intelligence, Operations, and Logistics."--Provided by publisher
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