FastIsomapVis: A Novel Approach for Nonlinear Manifold Learning

The classical Isomap is the most common unsupervised nonlinear manifold method and widely being used in visualizations and dimension reductions. However, when it applied to real-world datasets, it shows shortcomings for the shortest path between all pairs of data points, which are based on the neare...

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Bibliographic Details
Main Authors: Mahwish Yousaf, Tanzeel U Rehman, Dongliang Liao, Naji Alhusaini, Li Jing
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9171285/