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Fog Computing, Deep Learning and Big Data Analytics-Research Directions

Language EnglishEnglish
Book Hardback
Book Fog Computing, Deep Learning and Big Data Analytics-Research Directions C. S. R. Prabhu
Libristo code: 20397319
Publishers Springer Verlag, Singapore, January 2019
This book provides a comprehensive picture of fog computing technology, including of fog architectur... Full description
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This book provides a comprehensive picture of fog computing technology, including of fog architectures, latency aware application management issues with real time requirements, security and privacy issues and fog analytics, in wide ranging application scenarios such as M2M device communication, smart homes, smart vehicles, augmented reality and transportation management. This book explores the research issues involved in the application of traditional shallow machine learning and deep learning techniques to big data analytics. It surveys global research advances in extending the conventional unsupervised or clustering algorithms, extending supervised and semi-supervised algorithms and association rule mining algorithms to big data Scenarios. Further it discusses the deep learning applications of big data analytics to fields of computer vision and speech processing, and describes applications such as semantic indexing and data tagging. Lastly it identifies 25 unsolved research problems and research directions in fog computing, as well as in the context of applying deep learning techniques to big data analytics, such as dimensionality reduction in high-dimensional data and improved formulation of data abstractions along with possible directions for their solutions.

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About the book

Full name Fog Computing, Deep Learning and Big Data Analytics-Research Directions
Language English
Binding Book - Hardback
Date of issue 2019
Number of pages 71
EAN 9789811332081
Libristo code 20397319
Weight 307
Dimensions 155 x 235 x 11
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