Military Applications of Data Analytics
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.
Chapter 1: Bayesian Networks for Descriptive Analytics in Military Equipment Applications By: David Aebischer Chapter 2: Network Modeling and Analysis of Data and Relationships: Developing Cyber and Complexity Science By: Chris Arney, Natalie Vanatta, Matthew Sobiesk Chapter 3: Context for Maritime Situation Awareness By: Anne-Laure Jousselme, Karna Bryan Chapter 4: Harnessing Single Board Computers for Military Data Analytics By: Suzanne J. Matthews Chapter 5: Data Analytics and Training Effectiveness Evaluation By: Michael Smith, Susan Dass, Clarence Dillon, Rodney Long Chapter 6: Data Analytics for Electric Power and Energy Applications By: Aaron St. Leger Chapter 7: The Evolution of Environmental Data Analytics in Military Operations By: Ralph O. Stoffler Chapter 8: Autoregressive Bayesian Networks for Information Validation and Amendment in Military Applications By: Pablo Ibargüengoytia, Javier Herrera-Vega, Uriel A. García, L. Enrique Sucar, Eduardo F. Morales Chapter 9: Developing Cyber-Personas from Syslog Files for Insider Threat Detection: A Feasibility Study By: Kevin Purcell, Sridhar Reddy Ravula, Ziyuan Huang, Mark Newman, Joshua Rykowski, Kevin Huggins Chapter 10: Analytics for Military Training in Virtual Reality Environments By Miguel Pérez-Ramírez, Benjamin Eddie Zayas-Pérez, José Alberto Hernández-Aguilar, Norma Josefina Ontiveros-Hernández
Computer Science, Mathematics & Statistics, Politics & International Relations
Huggins, "Military Applications of Data Analytics". Auerbach Publications. 2018.