pondelok 19. decembra 2011

R, SPSS, Excel

migrating form spss, excel to R

http://www.r-bloggers.com/migrating-from-spssexcel-to-r/

R, reshaping

reshape
reshape2

melt
cast

plyr

---- cf check if this possible in R, cf SPSS
 reshape - hadley wickham
http://had.co.nz/reshape/introduction.pdf
 http://www.jstatsoft.org/v21/i12/paper

reshape2
http://cran.r-project.org/web/packages/reshape2/reshape2.pdf

pivot tables in R
http://www.r-bloggers.com/good-riddance-to-excel-pivot-tables/


http://files.meetup.com/1781511/useR%20Vignette%20-%20Grouping%20%26%20Summarizing%20Data%20in%20R%20-%2020110302.pdf


ddply case study
http://www.slideshare.net/hadley/13-casestudy

http://www.slideshare.net/hadley/18-cleaning

http://www.r-statistics.com/tag/plyr/

http://www.r-bloggers.com/tag/hadley-wickham/

examples
http://www.slideshare.net/jeffreybreen/reshaping-data-in-r


http://www.r-bloggers.com/reshape-package-in-r-long-data-format-to-wide-back-to-long-again/
http://www.r-bloggers.com/migrating-from-spssexcel-to-r-part-3-preparing-your-data/

http://www.statmethods.net/management/reshape.html


http://www.google.sk/search?q=r+reshape2+tutorial&ie=utf-8&oe=utf-8&aq=t&rls=org.mozilla:sk:official&client=firefox-a


http://cran.r-project.org/web/packages/googleVis/vignettes/googleVis.pdf


lexis longitudinal R

http://www.jstatsoft.org/v38/i05/paper

lexis longitudinal
R class
epidemiology
check

spss for dummies, scripps college

http://www.scrippscollege.edu/campus/it/pdf/spss.pdf

sobota 17. decembra 2011

gelman - Bayesian statistics - logistic regression - weak informative priors

video lecture

reproducible research, literate programming

nice resource
http://biostat.mc.vanderbilt.edu/wiki/Main/StatReport

cf Frank Harrell

jeromy anglim question at CV on reproducible research - many useful links
http://stats.stackexchange.com/questions/1980/complete-substantive-examples-of-reproducible-research-using-r

package
makefiles

rreports

projectTemplate
https://github.com/johnmyleswhite/ProjectTemplate
etc

open data
data sharing

http://www.dataists.com/2010/10/whats-the-use-of-sharing-code-nobody-can-read/


model validation - interpreting residual plots

Model Validation: Interpreting Residual Plots

includes "idealized plots

bias

homoskedasticidy


visualization - categorical data - SAS - R

Michael Friendly 
http://www.datavis.ca/courses/VCD/

cf vcd package
vcdExtra

streda 14. decembra 2011

CrossValidation1_JDS_May2011.pdf tutorial from interesting website (Objekt application/pdf)

CrossValidation1_JDS_May2011.pdf (Objekt application/pdf)

xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx

regularized logistic regression - andrew gelman

priors11.pdf (Objekt application/pdf)

cf problems of logistic model overfitting /cf iterative optimiztion /, data sparsity, complete separation, multicolinearity in LOGISITIC REGRESSION
- one solution - exclude variables that cause complete separation, multicolinearity etc. - however these variables may be the strongest, and of importance.
- new solution - adding some data into model /priors/, which may improve/stabilize model performance

technical

Harrell cross validation - old doc 1998 logistic.val.pdf (Objekt application/pdf)

logistic.val.pdf (Objekt application/pdf)

Statistical Modeling, Causal Inference, and Social Science

RSS R Introduction Course

RSS R Introduction Course XXXXXXXXXXXXXXXXXXXXXXXXXXX

What are cross-validation and bootstrapping?

comp.ai.neural-nets FAQ, Part 3 of 7: GeneralizationSection - What are cross-validation and bootstrapping?

štvrtok 8. decembra 2011

Sweave, R, tutorials

http://www.math.montana.edu/~jimrc/classes/Rseminar/SweaveIntro.html


http://en.wikibooks.org/wiki/R_Programming/Publication_quality_ouput

http://www.jstatsoft.org/v31/c01  - reporttools
http://www.jstatsoft.org/v31/c01/paper



http://dataninja.wordpress.com/2006/02/11/getting-tables-from-r-output/

http://alea.fr.eu.org/pages/intro-R

 STAT-ET - eclipse - sweave - CHECK config
http://www.stanford.edu/~messing/ComputationalSocialScienceWorkflow.html

blog:   Statistics, Graphics, R
http://yihui.name/en/

cf pgfSweave
Lyx (latex in GUI)
knitr

pondelok 5. decembra 2011

R-Chart: 3 lines of R code to Process a Web Service

R-Chart: 3 lines of R code to Process a Web Service

Bayesian Analysis for the Social Sciences

Bayesian Analysis for the Social Sciences

introduction.pdf (Objekt application/pdf)

introduction.pdf (Objekt application/pdf)

Google Insights and RCurl » Dan Knoepfle's Blog

Google Insights and RCurl » Dan Knoepfle's Blog

How to buy a used car with R (part 2) » Dan Knoepfle's Blog

How to buy a used car with R (part 2) » Dan Knoepfle's Blog

How to buy a used car with R (part 2) » Dan Knoepfle's Blog

How to buy a used car with R (part 2) » Dan Knoepfle's Blog

Latex

Latex

videocast, simple, introduction, by BioinformaticsZen

One R Tip A Day

One R Tip A Day

Computational Resources for Linguistic Research

Computational Resources for Linguistic Research

Tutorials

Tutorials

R, statistics, tutorials, visualisation, plot, xxx

Computational Resources for Linguistic Research

Computational Resources for Linguistic Research

Importing data from an XML file into R - Stack Overflow

Importing data from an XML file into R - Stack Overflow

nedeľa 4. decembra 2011

Templ_slides_Boku_beamer.pdf (Objekt application/pdf)

Templ_slides_Boku_beamer.pdf (Objekt application/pdf)

R Tutorial Series: R Tutorial Series: Graphic Analysis of Regression Assumptions

R Tutorial Series: R Tutorial Series: Graphic Analysis of Regression Assumptions

Normality tests – use with caution

Normality tests – use with caution

Testing for Normality using SPSS when you have only one independent variable.

Testing for Normality using SPSS when you have only one independent variable.

Testing for Normality using SPSS when you have only one independent variable.

Testing for Normality using SPSS when you have only one independent variable.

Applied Linear Regression_pt.pdf (Objekt application/pdf)

Applied Linear Regression_pt.pdf (Objekt application/pdf)

ESC | Congresses | EuroPRevent 2010 | Slides resources

ESC | Congresses | EuroPRevent 2010 | Slides resources

Statistics: Lecture Notes

Statistics: Lecture Notes

Multiple Regression with Categorical Predictor Variables - Text

Multiple Regression with Categorical Predictor Variables - Text

dummy variables, dummy coding, SPSS

Inferential Statistics

Inferential Statistics

statistics textbook and online statistical computation
text based

Bayes probability - YouTube

Bayes probability - YouTube

nice and comprehensible presentations of Bayes theorem without much math.
cf disease probabilities (prevalence) and test characteristics (sensitivity, specificity, false negativity, false positivity)
applied on example

streda 11. mája 2011

Genetic Risk Reclassification for Type 2 Diabetes by Age Below or Above 50

Genetic Risk Reclassification for Type 2 Diabetes by Age Below or Above 50 Years Using 40 Type 2 Diabetes Risk Single Nucleotide Polymorphisms Diabetes Care January 2011 34:121-125; published ahead of print October 1, 2010LINK

 

R lattice graphics plots

multivariate data visualization R

lattice
http://lmdvr.r-forge.r-project.org/figures/figures.html

examples with code

novel reversible anticoagualtion - RNA aptamers - anti FIX

RADAR: First significant clinical use of novel reversible anticoagulation system

April 6, 2011 | Sue Hughes
New Orleans, LA - A phase 2 trial of a novel anticoagulation system that involves first giving a factor IX inhibitor and then administering a reversal agent has shown preliminary encouraging results, albeit with a question about potential allergic reactions.
REG1 (Regado Biosciences) consists of an RNA aptamer of factor IX—pegnivacogin—which binds to and inhibits the factor IX molecule for a 24-hour duration, and the reversal agent—anivamersen, which binds to and inactivates pegnivacogin.

from heart.org

http://www.springerlink.com/content/e2624407h271h2k2/fulltext.pdf

pondelok 10. januára 2011

FIRE - SPSS variable selection in MLR

SpringerLink - Behavior Research Methods, Online First™: "FIRE: an SPSS program for variable selection in multiple linear regression analysis via the relative importance of predictors"

cf SPSSTOOLS.NET - MACRO FOR best subsets regression

SAS
http://www.psych.yorku.ca/lab/sas/rsquare.htm

check QUICK-R !!!