Nonlinear dimensionality reduction techniques: a data structure preservation approach
Auteur :
Lespinats, Sylvain / Colange, Benoit / Dutykh, Denys
Éditeur :
Springer Nature Switzerland AG
ISBN :
9783030810252
Date de publication :
3 déc. 2021
Dimensions :
23,5 x 15,5 cm
Langue :
Anglais
Pays d'origine :
Suisse
This book proposes tools for analysis of multidimensional and metric data, by establishing a state-of-the-art of the existing solutions and developing new ones. This book reviews existing techniques for visual data exploration and dimensionality reduction such as tSNE and Isomap, and proposes new solutions to challenges in that field.