Low‐rank isomap algorithm

Abstract Isomap is a well‐known nonlinear dimensionality reduction method that highly suffers from computational complexity. Its computational complexity mainly arises from two stages; a) embedding a full graph on the data in the ambient space, and b) a complete eigenvalue decomposition. Although th...

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Bibliographic Details
Main Authors: Eysan Mehrbani, Mohammad Hossein Kahaei
Format: Article
Language:English
Published: Hindawi-IET 2022-07-01
Series:IET Signal Processing
Subjects:
Online Access:https://doi.org/10.1049/sil2.12124