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Multivariate Data Analysis Chapter 8 - Canonical Correlation ...

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Multivariate Data Analysis Chapter 8 - Canonical Correlation ...

Multivariate Data Analysis Chapter 8 - Canonical Correlation Analysis MIS 6093 Statistical Method Instructor: Dr. Ahmad Syamil Chapter 8 What Is Canonical Correlation?

http://clt.astate.edu/asyamil/hair_5ed/PPT/Chapter%208.ppt

Date added: October 12, 2011 - Views: 34

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Canonical correlation - University of North Texas

CANONICAL CORRELATION Return to MR Previously, we’ve dealt with multiple regression, a case where we used multiple independent variables to predict a single dependent variable We came up with a linear combination of the predictors that would result in the most variance accounted for in the ...

http://www.unt.edu/rss/class/mike/6810/Cancorr.ppt

Date added: October 14, 2011 - Views: 115

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Qiang_Lou.ppt - Department of Computer and Information Sciences

Canonical Correlation Canonical Correlation Analysis (CCA) ... Canonical Correlation Kernel Canonical Correlation Kernel Canonical Correlation Kernel Canonical Correlation Kernel Canonical Correlation Example Application Thank you!!! Questions?

http://www.cis.temple.edu/~latecki/Courses/RobotFall08/Talks/Qiang_Lou.ppt

Date added: May 2, 2013 - Views: 17

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Introduction to Multivariate Analysis - Penn State ...

Epidemiological Applications in Health Services Research Introduction to Multivariate Analysis Dr. Ibrahim Awad Ibrahim. Areas to be addressed today Introduction to variables and data Simple linear regression Correlation Population covariance Multiple regression Canonical correlation ...

https://www.courses.psu.edu/h_p_a/h_p_a597d_iai2/multivariate%20analysis.ppt

Date added: October 23, 2013 - Views: 10

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Introduction to Computer Science

Canonical Correlation Analysis Shyh-Kang Jeng Department of Electrical Engineering/ Graduate Institute of Communication/ Graduate Institute of Networking and Multimedia

http://cc.ee.ntu.edu.tw/~skjeng/MultivariateAnalysis2006/CanonicalCorrelationAnalysis.ppt

Date added: August 10, 2013 - Views: 6

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Discriminant Analysis - University of Southern California

The eigenvalue is a value that can be interpreted as the variance of its respective discriminant function and the canonical correlation is the ... Results to Evaluate the Discriminant Functions Classification Rules Classification Rules Stepwise Discriminant Analysis Example of Stepwise ...

http://www-bcf.usc.edu/~mmclaugh/550x/PPTslides/WeekTwelveSlides/DiscriminantAnalysis.ppt

Date added: December 2, 2011 - Views: 100

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Chapter 13 Inferential Data Analysis - McGraw-Hill Education

Chapter 14 Inferential Data Analysis Inferential Statistics Techniques that allow us to study samples and then make generalizations about the population.

http://highered.mheducation.com/sites/dl/free/0072972904/275300/baumgartner4e_ch14.ppt

Date added: July 5, 2014 - Views: 1

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Introduction - UKSCIENCE

... The previous example illustrated how a specific forcing can be seen to ... substantial insights into both the spatial and temporal variations exhibited by the field or fields being analysed Canonical Correlation Analysis CCA is a statistical technique that identifies a sequence of ...

http://www.ukscience.org/_Media/statfcst_1.ppt

Date added: May 19, 2013 - Views: 10

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Differentiation with respect to a vector, matrix

The appropriate statistical procedure in this case is called Canonical Correlation Analysis. Canonical Correlation: An Example In the following study the researcher was interested in whether specific instructions on how to relax when taking tests and how to increase Motivation , ...

http://math.usask.ca/~laverty/S346%20(2013)/Lectures/Section%2005%20Correlation%20-%20Pearsons,%20Multiple,%20partial%20,%20canonical%20correlation.ppt

Date added: August 7, 2013 - Views: 4

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Discriminant function analysis - University of North Texas

DISCRIMINANT FUNCTION ANALYSIS DFA ... * * * * * * * * * * * * * *Note: This is for an example only ... STATISTICAL INFERENCE World data Predicting dominant religion for country* A canonical correlation is computed for each discriminant function and it is tested for significance as we have in ...

http://www.unt.edu/rss/class/mike/6810/DFA.ppt

Date added: November 7, 2011 - Views: 76

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Multivariate Data Analysis Chapter 8 - Canonical Correlation ...

Multivariate Data Analysis Chapter 8 - Canonical Correlation Analysis Chapter 8 What Is Canonical Correlation? Interrelationships between sets of multiple independent variables and multiple dependent measures (quantify the strength of the relationship) General form of canonical analysis ...

http://www2.nuk.edu.tw/iem/class/Multivariate%20Analysis/Chapter%208%20(Debbie).ppt

Date added: October 12, 2011 - Views: 34

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Frequency Distributions - University of Texas at Austin

Two-Group Illustrative Example of Discriminant Analysis Two-Group Illustrative Example of Discriminant Analysis Preliminary Division of the Data Set Specify the Random Number Seed ... The canonical correlation coefficient (.818) measures the association between the discriminant score and the ...

http://www.utexas.edu/courses/schwab/sw388r7/ClassMaterials/TwoGroupHatcoDiscriminantAnalysis.ppt

Date added: October 12, 2011 - Views: 90

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Quantifying Environmental Adaptation of Metabolic Pathways in ...

Canonical correlation analysis (CCA) Discriminative partition matching (DPM) Results : three case studies. ... Example. A one-dimensional representation of the environmental metabolic profiles for microbes sampled from nine environments.

http://mendel.informatics.indiana.edu/~yye/lab/teaching/get.php?course=spring2010mg&name=Quan-pathway.pptx

Date added: June 10, 2012 - Views: 11

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Multiple Regression - University of Southern California

(Canonical Correlation) An Example (sort of) ... (Canonical Correlation) An Example (sort of) of Multivariate Analysis: Multiple Regression A good place to start in learning about multivariate analysis is with multiple regression.

http://www-bcf.usc.edu/~mmclaugh/550x/PPTslides/WeekTenSlides/Regression.ppt

Date added: December 6, 2011 - Views: 148

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PowerPoint Presentation

Multivariate Approaches to Analyze fMRI Data Yuanxin Hu Himberg J, et al, 2004 NeuroImage, 22(3):1214–1222 Outlines Summary of principles of three approaches a) Principle Component Analysis (PCA) b) Canonical Correlation Analysis (CCA) c) Independent Component Analysis (ICA ...

http://www.math.wustl.edu/statseminar/12f/Multivariate.ppt

Date added: August 10, 2013 - Views: 6

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Linear Methods for Regression (2) - Carnegie Mellon University

Assumption: y vary most in the directions of high variance Intuitive example: stop words in text classification if assuming no covariance ... Exploit correlations in different outcomes Canonical Correlation Analysis Derived input and outcome space based on canonical correlation analysis ...

http://www.cs.cmu.edu/%7Eyiz/slides/Linear%20Methods%20for%20Regression(2).ppt

Date added: December 10, 2011 - Views: 23

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Discriminant Analysis - University of Texas at Dallas

Discriminant Analysis ... Each Xi must represent something unique Variable selection Multiple Regression Example 1: ... the differences between the groups may not be large Look at the squared Canonical Correlation: ratio of between group SS/Total SS ...

http://www.utdallas.edu/~nkumar/DBMS4.ppt

Date added: June 2, 2013 - Views: 21

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Slide 1

... linear transformation of PCA and other eigenvector based methods to improve the representation; Canonical Correlation Analysis (CCA) ... etc. Principal Component Analysis Principal Component Analysis 4. Example of first four patterns of 3-day precipitation for May-August over the central ...

http://www.cpc.ncep.noaa.gov/products/outreach/proceedings/cdw30_proceedings/Livezey_PCA_PSU.ppt

Date added: May 9, 2013 - Views: 9

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PowerPoint Presentation

1 Types of Research Types of Research Two Distinct Types of Research Different Purposes Generalizability and Sampling Relationship of Researcher to Subject Value Orientation Study of Context Measurement and Data Analysis Example of Data Example of Data Significance Quantitative Research Methods ...

http://homepages.wmich.edu/~haus/EMR640/Lect9-10.ppt

Date added: March 1, 2013 - Views: 8

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Discriminant Function Analysis - California State University ...

Discriminant Function Analysis Basics Psy524 ... Equations using the example: ... Equations Centroids are group means on A canonical correlation is computed for each discriminant function and it is tested for significance.

http://www.csun.edu/%7Eata20315/psy524/docs/Psy524%20lecture%2016%20discrim1.ppt

Date added: October 11, 2011 - Views: 104

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Bivariate Linear Correlation - East Carolina University

Uses of Correlation Analysis. Canonical correlation/regression (homophobia, homo-aggression) = (psychopathic deviance, ... Example: is the correlation between verbal aptitiude and math aptitude the same at 10 years of age as at twenty years of age ...

http://core.ecu.edu/psyc/wuenschk/PP/Correlation.pptx

Date added: May 3, 2013 - Views: 4

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Motivation of Subspace Methods - University of Maryland ...

... Non-Gaussianity measures Kurtosis (a 4th order stat), Negentropy ICA Examples Natural images CCA (Canonical Correlation Analysis) Assumption, Notation Two sets of vectors X = [x1 ... (Canonical Correlation Analysis) CCA Example Comparisons Kernel Methods References Kernel Density ...

http://www.umiacs.umd.edu/~knkim/KG_VISA/Subspace/SubspaceMethods.ppt

Date added: October 30, 2011 - Views: 44

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Slide 1

Canonical Analysis Introduction Assumptions Model representation An output example Conditions Procedural steps Mechanical steps - with the use of attached file

http://hkbu.edu.hk/~vwschow/lectures/ism3620/3620-Canonical.ppt

Date added: June 28, 2014 - Views: 1

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Slide 1

... Example Discriminant Function Analysis Discriminant Function Analysis DFA: Example DFA: Example Principal Components Analysis Factor Analysis Cluster Analysis Canonical Correlation Analysis Multidimensional Scaling Chapter 13 Multivariate Analysis What is Multivariate Analysis?

http://planet.botany.uwc.ac.za/nisl/BioStats/BCB702/BCB702_Chapter_13.ppt

Date added: August 1, 2013 - Views: 1

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Airgas template - Union University

Figure 21-7 Example of a Measurement Model Survival ... of Factor Rotation Table 21-7 Rotated Factor Matrix Factor Loadings Discriminant Analysis Multivariate Analysis of Variance Canonical Correlation Causal Modeling Path Analysis Figure 21-6 Path Diagram Path Analysis LISREL LISREL ...

http://www.uu.edu/Personal/cwlarson/nur530researchmethods/Ch21-Multivariate%20Stats.ppt

Date added: October 17, 2013 - Views: 9

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FACTOR ANALYSIS - PUBLICWEB2 Hosted Sites

... ANALYSIS Estimates population h2i for each variable Little different from common factors Canonical Factor Analysis Uses canonical analysis ... FACTOR CORRELATION FACTOR CORRELATION Slide 34 ALPHA FACTOR ANALYSIS Canonical Factor Analysis Image Analysis FACTOR CONGRUENCE Example of ...

http://people.cehd.tamu.edu/~vwillson/Videos/epsy625/LEC11.ppt

Date added: June 1, 2013 - Views: 19

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Optimal Adaptation for Denoising in 2-D and 3-D

The idea is to use a powerful statistical tool called canonical correlation analysis developed by hotelling in 1936. Here is a generic, ... PSNR = 42.87dB RMSE = 1.832 The noisy image Residual Slide 35 Example (2) Iterative Steering Kernel Regression The original image The noisy image, ...

http://users.soe.ucsc.edu/~rokaf/paper/ICCE_StatisticalImageQualityAssessment_Jan11.pps

Date added: September 7, 2013 - Views: 10

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Bivariate Linear Correlation - East Carolina University

Example: Subject sex, female or male. ... Uses of Correlation/Regression Analysis. Canonical correlation/regression (homophobia, homo-aggression) = (psychopathic deviance, masculinity, hypomania, clinical defensiveness)

http://core.ecu.edu/psyc/wuenschk/PP/GLM.pptx

Date added: May 22, 2013 - Views: 2

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Correlational Studies - Villanova University

... b = the coefficient indicating the contribution of the predictor to the criterion discriminant function analysis ... among variables relative to a given variable canonical correlation ... regression analysis that produces a correlation based on a group of predictor ...

http://www83.homepage.villanova.edu/richard.jacobs/EDU%208603/lessons/correlation.ppt

Date added: October 22, 2011 - Views: 151

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PowerPoint Presentation

For example, the number of genes responsible for a certain type of disease may ... bioinformatics and other areas. Canonical Correlation Analysis (CCA) Two multidimensional variables Two different measurement on the same set of objects Web images and associated text Protein (or gene ...

http://www.cs.binghamton.edu/~lyu/SDM07/DR-SDM07.ppt

Date added: May 25, 2012 - Views: 21

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Functional Data Analysis T-61.3030

Functional Data Analysis T-61.6030 Chapters 10,11,12 Markus Kuusisto Topics 10 PCA of mixed data 11 Canonical Correlation Analysis 12 Functional linear models PCA of mixed data Both: functional part and vector part (xi ,yi) Canadian temperature: Registeration process finds suitable shift.

http://www.cis.hut.fi/Opinnot/T-61.6030/k2007/Kuusisto.ppt

Date added: November 16, 2011 - Views: 21

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MANOVA AND DISCRIMANT ANALYSIS - phylodiversity

MANOVA AND DISCRIMANT ANALYSIS Juan Carlos Penagos Saul Hoyos HISTORY Discriminant Analysis (DA) go back to around to the 1920s when the estatician Karl Pearson propose what was called the coefficient of racial likeness, a type of intergroup distance index R.A. Fisher in 1930s translated the ...

http://phylodiversity.net/azanne/csfar/images/3/35/MANOVA_AND_DISCRIMANT_ANALYSIS.ppt

Date added: June 24, 2013 - Views: 12

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Multi-label Prediction via Sparse Infinite CCA

Outline Canonical Correlation Analysis CCA Probabilistic CCA Infinite Canonical Correlation Analysis Model The Indian Buffet Process The Infinite CCA Model Inference Multitask Learning using Infinite CCA Fully supervised ... The number of labels per example is 14. The Scene dataset consists ...

http://www.ece.duke.edu/~lcarin/Lingbo7.16.2010.ppt

Date added: May 10, 2012 - Views: 6

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History of canonical correspondence analysis in ecology

History of canonical correspondence analysis in ecology. Introduction: Papers 1986-88 & citation. Example data, eigen equation & diagram. History of CA in ecology

http://www.wageningenur.nl/web/file?uuid=0e0405bd-1cfd-49b0-babe-2d584ab74f85&owner=631058dd-22a5-4c9e-b490-c946cceaef2f

Date added: January 13, 2014 - Views: 4

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NUMERICAL ANALYSIS OF BIOLOGICAL AND ENVIRONMENTAL DATA

DEFAULT CCA PLOT SCALING IN CCA INTERPRETATION OF CCA PLOTS CCA EXAMPLE CANONICAL CORRESPONDENCE ANALYSIS ... CAP] canonical correlation analysis constrained principal co-ordinates analysis DISTPCOA distance-based redundancy analysis via principal co-ordinates analysis R ...

http://www.eecrg.uib.no/Presentations/Valdivia/Direct%20GA.ppt

Date added: September 14, 2013 - Views: 11

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Biomedical Imaging I - SUNY Downstate Medical Center

... (PCA) Independent component analysis (ICA) Extended spatial decomposition, extended temporal decomposition Canonical correlation analysis (CCA ... addition u × (v1 + v2 + v3 + …) = u×v1 + u×v2 + u×v3 + … Pythagorean theorem: a2 + b2 = c2 Example: Fourier Analysis Example ...

http://otg.downstate.edu/downloads/2008/Spring08/BMI2_SS08-Class03-04_RegTSA.ppt

Date added: May 2, 2013 - Views: 11

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Statistics for Marketing and Consumer Research

Association log-linear analysis and canonical correlation analysis Chapter 9 * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * Parameter estimates These can be regarded as size effects (how much are these terms relevant? comparisons are allowed!) – check the Z statistic ...

http://consumer.stat.unibo.it/Private/Chap9.ppt

Date added: October 11, 2011 - Views: 25

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Statistical Forecasting 1 - UKSCIENCE

Dr Mark Cresswell 69EG6517 – Impacts & Models of Climate Change Lecture Topics What is statistical forecasting? Simple linear regression Multiple linear regression Analog forecasting Model Output Statistics (MOS) forecasts PCA and EOF Canonical Correlation Analysis What is Statistical Forecasting?

http://www.ukscience.org/_Media/EG6517_StatFcst_1%20.ppt

Date added: March 27, 2012 - Views: 18

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Factor Analysis - California State University, Northridge

Factor Analysis Psy 524 ... FA and PCA are not much different than canonical correlation in terms of generating canonical variates from linear combinations of variables Although there are now no “sides” of the equation And your not necessarily correlating the “factors”, ...

http://www.csun.edu/%7Eata20315/psy524/docs/Psy524%20lecture%2020%20FA.ppt

Date added: January 27, 2012 - Views: 73

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PowerPoint Presentation

Some researchers will simply end the analysis at this point, ... MLR Example. Examine the correlation matrix to see which variables are correlating with the DV and for multicollinearity among IV ... Canonical correlation can be used to predict the value of two or more DV’s with two or more IV’s.

http://www.castonline.ilstu.edu/smith/445/audio_slides/multiple_regression_audio_3.pptx

Date added: March 1, 2014 - Views: 1

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FUNCTIONAL DATA ANALYSIS: TECHNIQUES FOR EXPLORING TEMPORAL ...

... Significance Testing Other FDA techniques that are available Analysis of covariance Functional correlation analysis Canonical correlation analysis Principal ... An Example of Functional Data Solo clarinet performances 3 Treatment Groups Auditory only Visual only Auditory + Visual ...

http://daniellevitin.com/levitinlab/articles/2004-Vines_Nuzzo_Levitin-Functional_data_analysis.ppt

Date added: May 3, 2013 - Views: 12

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Discriminant Analysis - utwente.nl

Discriminant Analysis An Introduction dr. Laura Spierdijk Problem description We wish to predict group membership for a number of subjects from a set of predictor variables.

http://wwwhome.math.utwente.nl/%7Ealbersw/Discriminant%20Analysis.ppt

Date added: August 5, 2013 - Views: 4

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NUMERICAL ANALYSIS OF BIOLOGICAL AND ENVIRONMENTAL DATA

DEFAULT CCA PLOT SCALING IN CCA INTERPRETATION OF CCA PLOTS CCA EXAMPLE CANONICAL CORRESPONDENCE ANALYSIS ... The abbreviations of colony names follow Manly (1985). ( = 0 0.16, = 0.07, scaling = ½). Canonical Correlation Analysis (CANCOR) ...

http://www.eecrg.uib.no/Presentations/UCL_Numerical/Lecture%207%20Direct%20GA.ppt

Date added: August 25, 2013 - Views: 7

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PowerPoint Presentation

For example, the number of genes responsible for a certain type of disease may be small. ... Principal Component Analysis (PCA) Canonical Correlation Analysis (CCA) Supervised Linear Discriminant Analysis (LDA) Semi-supervised Research topic Outline of lecture What is feature reduction?

http://www.public.asu.edu/~jye02/CLASSES/Fall-2007/NOTES/PCA.ppt

Date added: November 12, 2011 - Views: 53

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MDA Overview Teaching Presentation - University of North Texas

I use this slide as an example of companies ... Interdependence Multivariate Methods Multiple Regression and Conjoint Discriminant Analysis and Logit MANOVA and Canonical Canonical Correlation, ... CANONICAL ANALYSIS # cards average balance amount of purchases types of purchases ...

http://www.cob.unt.edu/slides/Prybutok/6240/Hair%20Slides%2005/Chapter%201%20--%20Multivariate%20Overview.ppt

Date added: April 16, 2013 - Views: 16

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PowerPoint Presentation

Redundancy analysis Same example as Canonical correlation analysis: Recording of data on men in a training center, Two sets of data: The physiological data: Weight Waist Pulse The exercises the men did: ...

http://www.xlstat.com/uploads/assets/presentation-materials/xlstat-ada.ppt

Date added: May 13, 2013 - Views: 7

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Biomedical Imaging I - SUNY Downstate Medical Center

... analysis (PCA) Independent component analysis (ICA) Extended spatial decomposition, extended temporal decomposition Canonical correlation analysis (CCA) Singular-value decomposition (SVD) an ... Ductal Carcinoma in Right Breast Example 2: Ductal Carcinoma in Right Breast Specificity ...

http://otg.downstate.edu/downloads/2008/Spring08/BMI2_SS08-Class08_IPP.ppt

Date added: November 1, 2011 - Views: 26

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Introduction to Decision Analysis - University of North Texas

Dependence techniques Multiple regression Logistic regression Discriminant analysis Canonical correlation Structural equation modeling Analysis of variance Decision ... also indicates the relative importance of independent variables on the response of the dependent variable For example, ...

http://www.math.unt.edu/~monticino/4650/intro_multivariate_stats(Lecture10).ppt

Date added: July 11, 2012 - Views: 3

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SPSS Tutorial 101: Import, Merge and Save Data Sets

Missing values needs to be defined in “variable view” page. Example: CDC Survey Data An allergy survey ... Factor analysis Multiple logistic regression Discriminant analysis One-way MANOVA Multivariate multiple regression Canonical correlation Analysis of covariance Questions ...

https://www.childrensmercy.org/content/uploadedFiles/Medical_Research/Stats/SPSS%20201.ppt

Date added: December 22, 2012 - Views: 53

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Self Organizing Maps

Example: Sammon’s projection. Start from random positions for each element. Define stress of the system: ... CCA = Canonical Correlation Analysis. LDA = Linear Discriminant Analysis. NMF = Non-negative Matrix Factorization. ICA = Independent Component Analysis.

http://www.math.tau.ac.il/~dcor/Graphics/cg-slides/MDS_SOM.pptx

Date added: October 13, 2013 - Views: 5