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Network Embedding

2022-05-31 Computers
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Release : 2022-05-31
Genre : Computers
Kind : eBook
Book Rating : 908/5 ( reviews)

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Book Synopsis Network Embedding by : Cheng Cheng Yang

Download or read book Network Embedding written by Cheng Cheng Yang. This book was released on 2022-05-31. Available in PDF, EPUB and Kindle. Book excerpt: 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

2022-01-01 Technology & Engineering
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Release : 2022-01-01
Genre : Technology & Engineering
Kind : eBook
Book Rating : 21X/5 ( reviews)

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Book Synopsis QoS-Aware Virtual Network Embedding by : Chunxiao Jiang

Download or read book QoS-Aware Virtual Network Embedding written by Chunxiao Jiang. This book was released on 2022-01-01. Available in PDF, EPUB and Kindle. Book excerpt: 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

2021-03-25 Computers
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Release : 2021-03-25
Genre : Computers
Kind : eBook
Book Rating : 455/5 ( reviews)

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Book Synopsis Network Embedding by : Cheng Yang

Download or read book Network Embedding written by Cheng Yang. This book was released on 2021-03-25. Available in PDF, EPUB and Kindle. Book excerpt: 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

2023-03-01 Science
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Release : 2023-03-01
Genre : Science
Kind : eBook
Book Rating : 149/5 ( reviews)

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Book Synopsis Network mining and propagation dynamics analysis by : Xuzhen Zhu

Download or read book Network mining and propagation dynamics analysis written by Xuzhen Zhu. This book was released on 2023-03-01. Available in PDF, EPUB and Kindle. Book excerpt:

MACHINE LEARNING & COMPUTING APPLICATIONS CASE STUDIES BOOK

Antiques & Collectibles
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Genre : Antiques & Collectibles
Kind : eBook
Book Rating : 309/5 ( reviews)

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Book Synopsis MACHINE LEARNING & COMPUTING APPLICATIONS CASE STUDIES BOOK by : Dr. K. Vijayalakshmi

Download or read book MACHINE LEARNING & COMPUTING APPLICATIONS CASE STUDIES BOOK written by Dr. K. Vijayalakshmi. This book was released on . Available in PDF, EPUB and Kindle. Book excerpt:

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