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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**

**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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

... 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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**

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**