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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: **36**

**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: **116**

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: **18**

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: **11**

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**

PowerPoint Presentation

**Canonical** **Correlation** **Analysis** (CCA) Others Complex EOFs ... **Canonical** **Correlation** **Analysis** (CCA) A simple **example** consider two normally distributed 2-D variables x and y with unit variance let y1 + y2 = x1 + x2 the **correlation** between x and y : ...

http://hydrology.princeton.edu/data/lsm/1.0deg/daily/lecture3.ppt

Date added: **August 8, 2014** - Views: **1**

Discriminant **Analysis** - University of Southern California

Discriminant **Analysis** and Classification Discriminant **Analysis** as a Type of MANOVA The good news about DA is that it is a lot like MANOVA; in fact in the case of a factor with only two levels it is the same thing Has the same assumptions as MANOVA; multivariate normality, independence of cases ...

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

Date added: **December 2, 2011** - Views: **106**

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: **5**

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** - UNT | University of North Texas

DISCRIMINANT FUNCTION **ANALYSIS** DFA ... For **example** if there are 60 subjects; 10 in ... 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 the past As the ...

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

Date added: **November 7, 2011** - Views: **76**

Introduction - UKSCIENCE Homepage

... forecasts PCA and EOF **Canonical** **Correlation** **Analysis** Statistical Forecasting [Part 1] ... The previous **example** illustrated how a specific forcing can be seen to alter future weather conditions. ... Introduction Author: Dr Mark Cresswell Last modified by: Standard Platform ...

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

Date added: **May 19, 2013** - Views: **10**

Frequency Distributions - University of Texas at Austin

Two-Group Illustrative **Example** of Discriminant **Analysis** Overview of Discriminant **Analysis** There are many occasions when the dependent variable in our **analysis** is a categorical variable such as type of client, problem, treatment, organization, diagnostic category, or outcome group.

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

Date added: **October 12, 2011** - Views: **94**

Multiple Regression - University of Southern California

Simultaneous Multiple Regression **Analysis** One of the most important notions in multiple regression **analysis** is the notion of statistical control, that is, ... (**Canonical** **Correlation**) An **Example** (sort of) of Multivariate **Analysis**: ...

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

Date added: **December 6, 2011** - Views: **152**

Multivariate Data **Analysis** Chapter 8 - **Canonical** **Correlation** ...

Title: Multivariate Data **Analysis** Chapter 8 - **Canonical** **Correlation** **Analysis** Author: Daisaku Okada Last modified by: debbiechang Created Date: 8/6/2004 1:41:45 AM

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

Date added: **October 12, 2011** - Views: **35**

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**

Quantifying Environmental Adaptation of Metabolic Pathways in ...

**Canonical** **correlation** **analysis** (CCA) Discriminative partition matching (DPM) ... Significant positive **correlation** between the structural **correlation** of the amino acid pathways and their dependence on potentially limiting cofactors. ... **Example**: methionine-dependent pathways.

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

Date added: **June 10, 2012** - Views: **11**

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: **7**

Linear Methods for Regression (2) - Carnegie Mellon University

... Exploit correlations in different outcomes **Canonical** **Correlation** **Analysis** Derived input and outcome space based on **canonical** **correlation** **analysis** ... imposing penalty on complexity of model to get lower variance Two **example**: Ridge regression Lasso Ridge Regression Penalize by sum-of ...

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

Date added: **December 10, 2011** - Views: **29**

Slide 1

Best Practices vs. Misuse of PCA in the **Analysis** of ... etc. Principal Component **Analysis** Principal Component **Analysis** 4. **Example** of first four patterns of 3-day ... Considerations for use of the Barnett and Preisendorfer (1987) algorithm for **canonical** **correlation** **analysis** of climate ...

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

Date added: **May 9, 2013** - Views: **9**

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: **23**

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: **109**

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**

Motivation of Subspace Methods - University of Maryland ...

Subspace and Kernel Methods April 2004 Seong-Wook Joo Motivation of Subspace Methods Subspace is a “manifold” ... (**Canonical** **Correlation** **Analysis**) CCA **Example** Comparisons Kernel Methods References Kernel Density Estimation Slide 12 ...

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

Date added: **October 30, 2011** - Views: **46**

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: **6**

Airgas template - Union University

... **Canonical** **Correlation** Analyzes the relationship between two ... Figure 21-7 **Example** of a ... Figure 21-5 Illustration of Factor Rotation Table 21-7 Rotated Factor Matrix Factor Loadings Discriminant **Analysis** Multivariate **Analysis** of Variance **Canonical** **Correlation** Causal ...

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

Date added: **October 17, 2013** - Views: **10**

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://alumni.soe.ucsc.edu/~rokaf/paper/ICCE_StatisticalImageQualityAssessment_Jan11.pps

Date added: **May 12, 2012** - Views: **7**

FACTOR **ANALYSIS** - Texas A&M University

factor **analysis** lecture 11 epsy 625 purposes support validity of test scale with respect to underlying traits (factors) efa- explore/understand underlying factors for a test cfa- confirm theoretical structure in a test historical development pearson (1901)- eigenvalue/eigenvector problem ...

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

Date added: **June 1, 2013** - Views: **25**

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: **23**

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: **4**

Conducting a correlational study… **Correlation** coefficient ... statistical precision clarifying the direct or indirect interrelationships among variables relative to a given variable **canonical** **correlation** ... an extension of multiple regression **analysis** that produces a **correlation** based on ...

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

Date added: **October 22, 2011** - Views: **158**

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: **7**

Functional Data **Analysis** T-61.3030 - Laboratory of Computer ...

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: **23**

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**

MANOVA AND DISCRIMANT **ANALYSIS** - phylodiversity

HISTORY Discriminant **Analysis** ... for **example** a cluster **analysis** or a principal component **analysis**. For two sets of response variables, analyses of interest may be multiple regression (MRA), multiple **correlation** (MCA) or **canonical** **correlation** (CCA).

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

Date added: **June 24, 2013** - Views: **15**

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**

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: **2**

Biomedical Imaging I - SUNY Downstate Medical Center

... (PCA) Independent component **analysis** (ICA) Extended spatial decomposition, extended temporal decomposition **Canonical** **correlation** **analysis** ... + dx Ax = y is ill-posed if it is not well-posed Well- and Ill-conditioned Problems Well- and Ill-conditioned Problems **Example** of Ill ...

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

Date added: **May 2, 2013** - Views: **13**

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**

FUNCTIONAL DATA **ANALYSIS**: TECHNIQUES FOR EXPLORING TEMPORAL ...

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

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

Date added: **May 3, 2013** - Views: **13**

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: **74**

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**

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**

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: **6**

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**

Optimizing Ticket Resolution Using Historical Data

... Models Source document has topic proportion Target document has topic proportion Topic-Level Mapping **Canonical** **Correlation** **Analysis** captures the ... Inference Variational Parameters Model Fitting LAA Ranking Methods Two-Step Ranking Experiments Accuracy **Analysis** **Example** ...

http://researcher.watson.ibm.com/researcher/files/us-akement/Miao.ppt

Date added: **August 10, 2013** - Views: **4**

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: **8**

Self Organizing Maps

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

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

Date added: **October 13, 2013** - Views: **5**

Biomedical Imaging I

Biomedical Imaging 2 Class 8 – Time Series **Analysis** (Pt. 2); Image Post-processing (Pt. 2) 03/25/08 Flowchart for Imaging Data **Analysis** Time Series **Analysis**…

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

Date added: **November 1, 2011** - Views: **26**

SPSS Tutorial 101: Import, Merge and Save Data Sets

... Factor **analysis** Multiple logistic regression Discriminant **analysis** One-way MANOVA Multivariate multiple regression **Canonical** **correlation** **Analysis** of covariance Questions ... SPSS Data Entry SPSS Data Entry **Example**: CDC Survey Data Tasks Log in SPSS Log in SPSS Log in ...

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

Date added: **December 22, 2012** - Views: **54**

MDA Overview Teaching Presentation - University of North Texas

Guidelines for Multivariate **Analysis** and Interpretation: Establish Practical ... I use this slide as an **example** of companies that are ... Interdependence Multivariate Methods Multiple Regression and Conjoint Discriminant **Analysis** and Logit MANOVA and **Canonical** **Canonical** **Correlation**, ...

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

Date added: **April 16, 2013** - Views: **19**