Geodesic distances in the intrinsic dimensionality estimation using packing numbers

Dimensionality reduction is a very important tool in data mining. An intrinsic dimensionality of a data set is a key parameter in many dimensionality reduction algorithms. When the intrinsic dimensionality of a data set is known, it is possible to reduce the dimensionality of the data without losin...

Full description

Bibliographic Details
Main Authors: Rasa Karbauskaitė, Gintautas Dzemyda
Format: Article
Language:English
Published: Vilnius University Press 2014-07-01
Series:Nonlinear Analysis
Subjects:
Online Access:http://www.zurnalai.vu.lt/nonlinear-analysis/article/view/13655