|
|
books
| book details |
Graph Data Mining: Algorithm, Security and Application
Edited by Qi Xuan, Edited by Zhongyuan Ruan, Edited by Yong Min
|
| on special |
normal price: R 5 691.95
Price: R 5 122.95
|
| book description |
Graph data is powerful, thanks to its ability to model arbitrary relationship between objects and is encountered in a range of real-world applications in fields such as bioinformatics, traffic network, scientific collaboration, world wide web and social networks. Graph data mining is used to discover useful information and knowledge from graph data. The complications of nodes, links and the semi-structure form present challenges in terms of the computation tasks, e.g., node classification, link prediction, and graph classification. In this context, various advanced techniques, including graph embedding and graph neural networks, have recently been proposed to improve the performance of graph data mining. This book provides a state-of-the-art review of graph data mining methods. It addresses a current hot topic – the security of graph data mining – and proposes a series of detection methods to identify adversarial samples in graph data. In addition, it introduces readers to graph augmentation and subgraph networks to further enhance the models, i.e., improve their accuracy and robustness. Lastly, the book describes the applications of these advanced techniques in various scenarios, such as traffic networks, social and technical networks, and blockchains.Â
| product details |
Normally shipped |
Publisher | Springer Verlag, Singapore
Published date | 17 Jul 2022
Language |
Format | Paperback / softback
Pages | 243
Dimensions | 235 x 155 x 0mm (L x W x H)
Weight | 0g
ISBN | 978-9-8116-2611-1
Readership Age |
BISAC | computers / database management / data mining
| other options |
Normally shipped |
Readership Age |
Normal Price | R 7 690.95
Price | R 6 921.95
| on special |
|
|
To view the items in your trolley please sign in.
| sign in |
|
|
|
| specials |
|
|
|
Mason Coile
Paperback / softback
224 pages
was: R 520.95
now: R 468.95
|
A terrifying locked-room mystery set in a remote outpost on Mars.
|
An epic love story with the pulse of a thriller that asks: what would you risk for a second chance at first love?
|
|
|
|
|
