Nonlinear Laplacian Spectral Analysis

GPTKB entity

Statements (23)
Predicate Object
gptkbp:instanceOf data analysis method
gptkbp:abbreviation gptkb:NLSA
gptkbp:appliesTo climate science
dynamical systems
gptkbp:basedOn gptkb:kernel_methods
gptkb:Laplacian_eigenmaps
gptkbp:canExtract spatiotemporal patterns
gptkbp:developedBy gptkb:Andrew_J._Majda
gptkb:Dimitrios_Giannakis
gptkbp:firstPublished 2012
gptkbp:handles high-dimensional data
nonlinear data structures
https://www.w3.org/2000/01/rdf-schema#label Nonlinear Laplacian Spectral Analysis
gptkbp:publishedIn gptkb:Proceedings_of_the_National_Academy_of_Sciences
gptkbp:relatedTo gptkb:principal_component_analysis
spectral analysis
manifold learning
diffusion maps
gptkbp:usedFor time series analysis
dimensionality reduction
feature extraction
gptkbp:bfsParent gptkb:NLSA
gptkbp:bfsLayer 7