Network Embedding

Network Embedding
Title Network Embedding PDF eBook
Author Cheng Cheng Yang
Publisher Springer Nature
Pages 220
Release 2022-05-31
Genre Computers
ISBN 3031015908

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heterogeneous graphs. Further, the book introduces different applications of NE such as recommendation and information diffusion prediction. Finally, the book concludes the methods and applications and looks forward to the future directions.

QoS-Aware Virtual Network Embedding

QoS-Aware Virtual Network Embedding
Title QoS-Aware Virtual Network Embedding PDF eBook
Author Chunxiao Jiang
Publisher Springer Nature
Pages 395
Release 2022-01-01
Genre Technology & Engineering
ISBN 981165221X

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As an important future network architecture, virtual network architecture has received extensive attention. Virtual network embedding (VNE) is one of the core services of network virtualization (NV). It provides solutions for various network applications from the perspective of virtual network resource allocation. The Internet aims to provide global users with comprehensive coverage. The network function requests of hundreds of millions of end users have brought great pressure to the underlying network architecture. VNE algorithm can provide effective support for the reasonable and efficient allocation of network resources, so as to alleviate the pressure off the Internet. At present, a distinctive feature of the Internet environment is that the quality of service (QoS) requirements of users are differentiated. Different regions, different times, and different users have different network function requirements. Therefore, network resources need to be reasonably allocated according to users' QoS requirements to avoid the waste of network resources. In this book, based on the analysis of the principle of VNE algorithm, we provide a VNE scheme for users with differentiated QoS requirements. We summarize the common user requirements into four categories: security awareness, service awareness, energy awareness, and load balance, and then introduce the specific implementation methods of various differentiated QoS algorithms. This book provides a variety of VNE solutions, including VNE algorithms for single physical domain, VNE algorithms for across multiple physical domains, VNE algorithms based on heuristic method, and VNE algorithms based on machine learning method.

Network Embedding

Network Embedding
Title Network Embedding PDF eBook
Author Cheng Yang
Publisher Morgan & Claypool Publishers
Pages 244
Release 2021-03-25
Genre Computers
ISBN 1636390455

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This is a comprehensive introduction to the basic concepts, models, and applications of network representation learning (NRL) and the background and rise of network embeddings (NE). It introduces the development of NE techniques by presenting several representative methods on general graphs, as well as a unified NE framework based on matrix factorization. Afterward, it presents the variants of NE with additional information: NE for graphs with node attributes/contents/labels; and the variants with different characteristics: NE for community-structured/large-scale/heterogeneous graphs. Further, the book introduces different applications of NE such as recommendation and information diffusion prediction. Finally, the book concludes the methods and applications and looks forward to the future directions. Many machine learning algorithms require real-valued feature vectors of data instances as inputs. By projecting data into vector spaces, representation learning techniques have achieved promising performance in many areas such as computer vision and natural language processing. There is also a need to learn representations for discrete relational data, namely networks or graphs. Network Embedding (NE) aims at learning vector representations for each node or vertex in a network to encode the topologic structure. Due to its convincing performance and efficiency, NE has been widely applied in many network applications such as node classification and link prediction.

Network mining and propagation dynamics analysis

Network mining and propagation dynamics analysis
Title Network mining and propagation dynamics analysis PDF eBook
Author Xuzhen Zhu
Publisher Frontiers Media SA
Pages 209
Release 2023-03-01
Genre Science
ISBN 2832516149

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MACHINE LEARNING & COMPUTING APPLICATIONS CASE STUDIES BOOK

MACHINE LEARNING & COMPUTING APPLICATIONS CASE STUDIES BOOK
Title MACHINE LEARNING & COMPUTING APPLICATIONS CASE STUDIES BOOK PDF eBook
Author Dr. K. Vijayalakshmi
Publisher Archers & Elevators Publishing House
Pages 198
Release
Genre Antiques & Collectibles
ISBN 9390996309

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The 10th International Conference on Computer Engineering and Networks

The 10th International Conference on Computer Engineering and Networks
Title The 10th International Conference on Computer Engineering and Networks PDF eBook
Author Qi Liu
Publisher Springer Nature
Pages 1770
Release 2020-10-05
Genre Technology & Engineering
ISBN 9811584621

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This book contains a collection of the papers accepted by the CENet2020 – the 10th International Conference on Computer Engineering and Networks held on October 16-18, 2020 in Xi’an, China. The topics focus but are not limited to Internet of Things and Smart Systems, Artificial Intelligence and Applications, Communication System Detection, Analysis and Application, and Medical Engineering and Information Systems. Each part can be used as an excellent reference by industry practitioners, university faculties, research fellows and undergraduates as well as graduate students who need to build a knowledge base of the most current advances and state-of-practice in the topics covered by this conference proceedings. This will enable them to produce, maintain, and manage systems with high levels of trustworthiness and complexity.

Proceedings of the 24th International Conference on World Wide Web

Proceedings of the 24th International Conference on World Wide Web
Title Proceedings of the 24th International Conference on World Wide Web PDF eBook
Author Aldo Gangemi
Publisher
Pages 1562
Release 2015
Genre Computer science
ISBN 9781450334730

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