Principal Components Analysis of Scalar, Vector, and Mesh Vertex Data

Bowers, Michael1*,Younes, Laurent
1.Johns Hopkins
Abstract
Principal Components Analysis of Scalar, Vector, and Mesh Vertex Data

Abstract

This document describes a contribution to the Insight Toolkit intended to support the analysis of the principal components of data sets, optionally point data associated with the vertices of a mesh. This paper is accompanied with the source code, input data, parameters and output data that we used for validating the implementation described in this paper. This adheres to the fundamental principle that scientific publications must facilitate reproducibility of the reported results.

Keywords

Principal Components AnalysisPCA
Manuscript
Source Code and Data

Source Code and Data

PrincipalComponentsAnalysisCMakeLists.txt735 BDocumentsCMakeLists.txt28 BReport001CMakeLists.txt2.4 KBInsightArticle.cls4.1 KBCaudateFirstPrincipalComponentOnMomentum.jpg51.6 KBInsightJournal.ist220 BInsightJournal.bib3 KBInsightJournal.sty35.2 KBPrincipalComponentsAnalysis.tex10.3 KBalgorithm.sty2.2 KBalgorithmic.sty5.4 KBamssymb.sty14.9 KBfancyhdr.sty14.4 KBfloatflt.sty10.8 KBfncychap.sty10.1 KBpicins.sty17.3 KBtimes.sty857 BExamplesCMakeLists.txt307 BVectorKernelPCA.cxx10.1 KBDataPCATestSurface.vtk36.2 KBPCATestSurfaceAve.vtk59.5 KBPCATestSurfaceBasis1.vtk60.6 KBPCATestSurfaceBasis2.vtk60.4 KBPCATestSurfaceBasis3.vtk60.5 KBPCATestSurfaceBasis4.vtk60.7 KBPCATestSurfaceBasis5.vtk60.5 KBPCATestSurface_alpha0_01.vtk58.9 KBPCATestSurface_alpha0_02.vtk58.8 KBPCATestSurface_alpha0_03.vtk59.1 KBPCATestSurface_alpha0_04.vtk58.7 KBPCATestSurface_alpha0_05.vtk58.9 KBPCATestSurface_alpha0_06.vtk58.8 KBPCATestSurface_alpha0_07.vtk59.2 KBPCATestSurface_alpha0_08.vtk58.6 KBPCATestSurface_alpha0_09.vtk58.9 KBPCATestSurface_alpha0_10.vtk58.8 KBPCATestSurface_alpha0_11.vtk59.1 KBPCATestSurface_alpha0_12.vtk59.1 KBPCATestSurface_alpha0_13.vtk58.7 KBPCATestSurface_alpha0_14.vtk59.1 KBPCATestSurface_alpha0_15.vtk58.9 KBPCATestSurface_alpha0_16.vtk59 KBPCATestSurface_alpha0_17.vtk58.6 KBPCATestSurface_alpha0_18.vtk58.9 KBPCATestSurface_alpha0_19.vtk59.2 KBPCATestSurface_alpha0_21.vtk59.2 KBPCATestSurface_alpha0_20.vtk59.1 KBPCATestSurface_alpha0_22.vtk58.8 KBPCATestSurface_alpha0_23.vtk59 KBPCATestSurface_alpha0_24.vtk59.2 KBPCATestSurface_alpha0_25.vtk58.9 KBPCATestSurface_alpha0_26.vtk58.7 KBPCATestSurface_alpha0_27.vtk58.7 KBPCATestSurface_alpha0_28.vtk59.1 KBPCATestSurface_alpha0_29.vtk58.9 KBPCATestSurface_alpha0_30.vtk58.9 KBPCATestSurface_alpha0_31.vtk58.8 KBPCATestSurface_alpha0_32.vtk59.1 KBPCATestSurface_alpha0_33.vtk58.6 KBPCATestSurface_alpha0_34.vtk59.2 KBPCATestSurface_alpha0_35.vtk59 KBPCATestSurface_alpha0_36.vtk59.2 KBPCATestSurface_alpha0_37.vtk58.6 KBPCATestSurface_alpha0_38.vtk59 KBPCATestSurface_alpha0_39.vtk58.8 KBPCATestSurface_alpha0_40.vtk58.9 KBSourceitkVectorFieldPCA.h7.3 KBitkVectorFieldPCA.hxx10 KBTestingCMakeLists.txt2.5 KBitkVectorKernelPCATest.cxx9.4 KB

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