Military applications of data analytics
著者
書誌事項
Military applications of data analytics
(Data analytics applications)(An Auerbach book)
CRC Press, c2019
- : hardback
大学図書館所蔵 全1件
  青森
  岩手
  宮城
  秋田
  山形
  福島
  茨城
  栃木
  群馬
  埼玉
  千葉
  東京
  神奈川
  新潟
  富山
  石川
  福井
  山梨
  長野
  岐阜
  静岡
  愛知
  三重
  滋賀
  京都
  大阪
  兵庫
  奈良
  和歌山
  鳥取
  島根
  岡山
  広島
  山口
  徳島
  香川
  愛媛
  高知
  福岡
  佐賀
  長崎
  熊本
  大分
  宮崎
  鹿児島
  沖縄
  韓国
  中国
  タイ
  イギリス
  ドイツ
  スイス
  フランス
  ベルギー
  オランダ
  スウェーデン
  ノルウェー
  アメリカ
注記
Includes bibliographical references and index
内容説明・目次
内容説明
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.
目次
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
「Nielsen BookData」 より