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GUI for Multivariate Image Analysis of 4-dimensional data

by Kateryna Artyushkova

 

08 Dec 2005 (Updated 17 Jul 2009)

Code covered by BSD License  

Multivariate Image Analysis of 4-dimensional image sequences using 2-step two-way and three-way ...

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Description

This GUI includes is a set of multivariate image analysis methods for analyzing image data sets acquired at two variables. For example: emission excitation image data, spectral or dynamic (temporal) sequences of images acquired at different depths using microscopy.

Two approaches are included:
1. 2-step two-way MIA using PCA, MCR and Simplisma. In this method, image sequences as a function of variable1 at fixed variable2 are analyzed by two-way method during the 1st step and then the resulted score images at each variable 2 are combined into a new data set and are analyzed by the same two-way method at the 2nd step.

2. Three-way analysis using Parafac, Tucker and three-way augmented MCR methods. Nonnegativity constraints are imposed during all three model fitting. All three methods will result in score image and associated loadings as a function of both variables.

Please refer to a User Guide for more details.
Test image data set is included.

Memory extensive! Might need to spend some time to get your images into the GUI ? resize, subset or bin for it to work.

Requirements: Image Processing toolbox, PLS_toolbox.

GUI USES LARGE NUMBER OF SUBSET FUNCTIONS. I WAS TRYING NOT TO FORGET TO INCLUDE ALL OF THEM. BUT IF YOU GET AN ERROR MISSING ANY OF THEM, PLEASE E-MAIL ME DIRECTLY.

Required Products Image Processing Toolbox
MATLAB release MATLAB 7.1.0 (R14SP3)
Other requirements PLS_Toolbox: www.eigenvector.com
Zip File Content  
Other Files
4way_MVA/als/als_ka.m,
4way_MVA/als/closure.m,
4way_MVA/als/fnnls.m,
4way_MVA/als/normv2.m,
4way_MVA/als/pcarep.m,
4way_MVA/als/trilin.m,
4way_MVA/als/unimod.m,
4way_MVA/four_way_mva.fig,
4way_MVA/four_way_mva.m,
4way_MVA/four_way_mva_how_to.doc,
4way_MVA/imgpca2.m,
4way_MVA/immerge.m,
4way_MVA/mcr_three_modes.m,
4way_MVA/montage.m,
4way_MVA/profile_z.m,
4way_MVA/profiles.fig,
4way_MVA/profiles.m,
4way_MVA/progressbar.m,
4way_MVA/simplisma_4w.m,
4way_MVA/uigetfiles/src/uigetfiles.cpp,
4way_MVA/uigetfiles/uigetfiles.dll,
4way_MVA/uigetfiles/uigetfiles.m,
4way_MVA/uigetfiles/WorksOnR10thruR13ButNotCompilable/README.txt,
4way_MVA/uigetfiles/WorksOnR10thruR13ButNotCompilable/uigetfiles.dll,
4way_MVA/uigetfiles/WorksOnR12thruR13IsCompilable/README.txt,
4way_MVA/users_guide.pdf,
license.txt
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Comments and Ratings (2)
17 Oct 2006 beckel philippe  
15 Sep 2007 n u  
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Updates
03 Feb 2006

error in zip file

03 Feb 2006

error in zip file

03 Feb 2006

zip file error

03 Feb 2006

error in zip file

17 Jul 2009

updated license

19 Nov 2009

testing-SF

Tag Activity for this File
Tag Applied By Date/Time
image analysis Kateryna Artyushkova 22 Oct 2008 08:09:33
multivariate image analysis Kateryna Artyushkova 22 Oct 2008 08:09:33
pca Kateryna Artyushkova 22 Oct 2008 08:09:33
mcr Kateryna Artyushkova 22 Oct 2008 08:09:33
simplisma Kateryna Artyushkova 22 Oct 2008 08:09:33
parafac Kateryna Artyushkova 22 Oct 2008 08:09:33
tucker Kateryna Artyushkova 22 Oct 2008 08:09:33
4d Kateryna Artyushkova 22 Oct 2008 08:09:33
 

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