03325nam a22006135i 4500 978-3-031-42313-0 DE-He213 20251030110815.0 cr nn 008mamaa 230921s2024 sz | s |||| 0|eng d 9783031423130 978-3-031-42313-0 10.1007/978-3-031-42313-0 doi Q325.5-.7 UYQM bicssc MAT029000 bisacsh UYQM thema Zhu, Lei. author. aut http://id.loc.gov/vocabulary/relators/aut 65567 Dynamic Graph Learning for Dimension Reduction and Data Clustering [electronic resource] / by Lei Zhu, Jingjing Li, Zheng Zhang. 1st ed. 2024. Cham : Springer Nature Switzerland : Imprint: Springer, 2024. XXI, 143 p. 41 illus., 40 illus. in color. online resource. text txt rdacontent computer c rdamedia online resource cr rdacarrier text file PDF rda Synthesis Lectures on Computer Science, 1932-1686 Introduction -- Dynamic Graph Learning for Feature Projection -- Dynamic Graph Learning for Feature Selection -- Dynamic Graph Learning for Data Clustering -- Research Frontiers. This book illustrates how to achieve effective dimension reduction and data clustering. The authors explain how to accomplish this by utilizing the advanced dynamic graph learning technique in the era of big data. The book begins by providing background on dynamic graph learning. The authors discuss why it has attracted considerable research attention in recent years and has become well recognized as an advanced technique. After covering the key topics related to dynamic graph learning, the book discusses the recent advancements in the area. The authors then explain how these techniques can be practically applied for several purposes, including feature selection, feature projection, and data clustering. Machine learning. 55059 Artificial intelligence. 58441 Artificial intelligence Data processing. 66089 Computer science. 58552 Application software. Computer science Mathematics. 64041 Machine Learning. 55059 Artificial Intelligence. 58441 Data Science. 66090 Computer Science. 58552 Computer and Information Systems Applications. Mathematical Applications in Computer Science. 65518 Li, Jingjing. author. aut http://id.loc.gov/vocabulary/relators/aut 65573 Zhang, Zheng. author. aut http://id.loc.gov/vocabulary/relators/aut 66091 SpringerLink (Online service) Springer Nature eBook Printed edition: 9783031423123 Printed edition: 9783031423147 Printed edition: 9783031423154 Synthesis Lectures on Computer Science, 1932-1686 65520 https://doi.org/10.1007/978-3-031-42313-0 ZDB-2-SXSC 56296 56296