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resources [2022/10/21 09:24] – [Resources] Holger Sennhenn-Reulen | resources [2023/02/17 11:39] (current) – Sebastian Utermann |
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====== Resources ====== | ====== Resources ====== |
Openly accessible resources are listed below. You'll find further recommended literature with restriced access in the respective dropdown lists. Feel free to share further openly accessible resources by [[sebastian.utermann@uni-goettingen.de|contacting]] us. | Openly accessible resources are listed below. You'll find further recommended literature with restriced access in the respective dropdown lists. Feel free to share further openly accessible resources by [[contact|contacting]] us. |
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<datatables paging="false"> | <datatables paging="false"> |
^ Name ^ Contents ^ Format ^ Language ^ | ^ Name ^ Contents ^ Format ^ Language ^ |
| [[https://r-graphics.org/|R Graphics Cookbook (Chang, 2018)]] | R, visualization | Webbook | English | | | [[https://r-graphics.org/|R Graphics Cookbook (Chang, 2018)]] | R, visualization, ggplot | Webbook | English | |
| [[https://link.springer.com/content/pdf/10.1007/978-3-642-34786-3.pdf|Parametrische Statistik (Dormann, 2013)]] | R, RStudio, data wrangling, descriptive, univariate, visualization | Book (pdf) | German | | | [[https://link.springer.com/content/pdf/10.1007/978-3-642-34786-3.pdf|Parametrische Statistik (Dormann, 2013)]] | R, data wrangling, hypothesis tests, regression modeling, visualization | Book (pdf) | German | |
| [[https://raw.githubusercontent.com/alexd106/Rbook/master/docs/Rbook.pdf|An Introduction to R (Douglas et al., 2022)]] | R | Book (pdf) | English | | | [[https://raw.githubusercontent.com/alexd106/Rbook/master/docs/Rbook.pdf|An Introduction to R (Douglas et al., 2022)]] | R, data wrangling, hypothesis tests, regression modeling, visualization, programming | Book (pdf) | English | |
| [[http://www.stat.columbia.edu/~gelman/book/|Bayesian Data Analysis (Gelman et al., 2021)]] | Bayesian statistics, regression modeling, R | Book (pdf) | English | | | [[http://www.stat.columbia.edu/~gelman/book/|Bayesian Data Analysis (Gelman et al., 2021)]] | Bayesian statistics, regression modeling | Book (pdf) | English | |
| [[https://avehtari.github.io/ROS-Examples/|Regression and Other Stories (Gelman & Vehtari, 2020)]] | regression modeling, Bayesian statistics, R | Book (pdf) | English | | | [[https://avehtari.github.io/ROS-Examples/|Regression and Other Stories (Gelman & Vehtari, 2020)]] | R, data wrangling, regression modeling, Bayesian statistics, visualization | Book (pdf) | English | |
| [[https://cran.r-project.org/doc/contrib/Grosz+Peters-R-Reader.pdf|R Reader - Arbeiten mit dem Statistikprogramm R (Groß & Peters, 2009)]] | R | Book (pdf) | German | | | [[https://cran.r-project.org/doc/contrib/Grosz+Peters-R-Reader.pdf|R Reader - Arbeiten mit dem Statistikprogramm R (Groß & Peters, 2009)]] | R, data wrangling, hypothesis tests, regression modeling, visualization | Book (pdf) | German | |
| [[https://r4ds.had.co.nz/index.html|R for Data Science (Wickham & Grolemund, 2017)]] | R | Webbook | English | | | [[https://r4ds.had.co.nz/index.html|R for Data Science (Wickham & Grolemund, 2017)]] | R, data wrangling, tidyr, hypothesis tests, regression modeling, visualization, ggplot, Rmarkdown | Webbook | English | |
| [[http://www.biostathandbook.com/HandbookBioStatThird.pdf|Handbook of Biological Statistics (McDonald, 2014)]] | descriptive, univariate | Book (pdf) | English | | | [[http://www.biostathandbook.com/HandbookBioStatThird.pdf|Handbook of Biological Statistics (McDonald, 2014)]] | hypothesis tests, regression modeling | Book (pdf) | English | |
| [[https://www.bayesrulesbook.com/|Bayes rules! An Introduction to Applied Bayesian Modeling (Johnson, Ott & Dogucu, 2022)]] | Bayesian statistics, regression modeling, R | Webbook | English | | | [[https://www.bayesrulesbook.com/|Bayes rules! An Introduction to Applied Bayesian Modeling (Johnson, Ott & Dogucu, 2022)]] | R, Bayesian statistics, regression modeling | Webbook | English | |
| [[http://cran.r-project.org/manuals.html|CRAN manuals]] | R | Overview resources | English | | | [[http://cran.r-project.org/manuals.html|CRAN manuals]] | R, data wrangling, hypothesis tests, regression modeling, visualization | Overview resources | English | |
| [[http://cran.r-project.org/other-docs.html|CRAN documents]] | R | Overview resources | English | | | [[http://cran.r-project.org/other-docs.html|CRAN documents]] | R, data wrangling, hypothesis tests, regression modeling, visualization | Overview resources | English | |
| [[https://www.statmethods.net/|Quick-R: Statistical methods]] | R, data wrangling, descriptive, univariate, visualization | Online resource | English | | | [[https://www.statmethods.net/|Quick-R: Statistical methods]] | R, data wrangling, hypothesis tests, regression modeling, visualization | Online resource | English | |
| [[https://www.r-graph-gallery.com/|R Graph Gallery]] | visualization, ggplot2 | Online resource | English | | | [[https://www.r-graph-gallery.com/|R Graph Gallery]] | R, visualization, ggplot2 | Online resource | English | |
| [[http://learnr.wordpress.com/|Learning R Blog]] | R, visualization, ggplot2 | Blog | English | | | [[http://learnr.wordpress.com/|Learning R Blog]] | R, visualization, ggplot2 | Blog | English | |
| [[https://alexd106.github.io/intro2R/index.html|An Introduction to R]] | R, RStudio, data wrangling, descriptive, univariate, visualization | Online resource | English | | | [[https://alexd106.github.io/intro2R/index.html|An Introduction to R]] | R, data wrangling, hypothesis tests, regression modeling, visualization | Online resource | English | |
| [[http://www.dwoll.de/rexrepos/|R Examples Repository RExRepos]] | R, data wrangling, descriptive, univariate, multivariate, visualization | Online resource | English | | | [[http://www.dwoll.de/rexrepos/|R Examples Repository RExRepos]] | R, data wrangling, hypothesis tests, regression modeling, multivariate analysis, visualization | Online resource | English | |
| [[https://bookdown.org/ndphillips/YaRrr/|YaRrr! The Pirate’s Guide to R (Phillips, 2018)]] | R, RStudio, data wrangling, descriptive, univariate, visualization, tidyR | Webbook | English | | | [[https://bookdown.org/ndphillips/YaRrr/|YaRrr! The Pirate’s Guide to R (Phillips, 2018)]] | R, data wrangling, hypothesis tests, regression modeling, visualization, tidyr | Webbook | English | |
| [[https://stats.oarc.ucla.edu/other/dae/|Data Analysis Examples (UCLA)]] | R, regression modeling, univariate, multivariate | Online resource | English | | | [[https://stats.oarc.ucla.edu/other/dae/|Data Analysis Examples (UCLA)]] | R, regression modeling, power analysis | Online resource | English | |
| [[https://r-intro.tadaa-data.de/book/index.html|R für Psychos (Lukas Burk & Tobias Anton]] | R, data wrangling, descriptive, univariate, visualization, tidyr | Online resource | German | | | [[https://r-intro.tadaa-data.de/book/index.html|R für Psychos (Lukas Burk & Tobias Anton]] | R, data wrangling, hypothesis tests, regression modeling, visualization, tidyr | Online resource | German | |
| [[https://bookdown.org/joone/ComputationalMethods/|Computational Methods in der politischen Kommunikationsforschung (Julian Unkel)]] | R, data wrangling, descriptive, visualization, tidyr | Online resource | German | | | [[https://bookdown.org/joone/ComputationalMethods/|Computational Methods in der politischen Kommunikationsforschung (Julian Unkel)]] | R, data wrangling, content analysis, visualization, tidyr | Online resource | German | |
| [[https://www.statsoft.de/glossary/glossar.html|Statistikglossar Statsoft]] | descriptive, univariate, multivariate | Glossary | German | | | [[https://www.statsoft.de/glossary/glossar.html|Statistikglossar Statsoft]] | hypothesis tests, regression modeling, multivariate analysis | Glossary | German | |
| [[https://www.youtube.com/watch?v=dT5A0sAWc2I&t=6s|Teach the Tidyverse to Beginners (David Robinson)]] | tidyr | Video tutorial | English | | | [[https://www.youtube.com/watch?v=dT5A0sAWc2I&t=6s|Teach the Tidyverse to Beginners (David Robinson)]] | tidyr | Video tutorial | English | |
| [[https://www.youtube.com/playlist?list=PLxFREn4yGU1xDfH6vvW-avBtWX7qhs8vu|Statistics with R (Christoph Scherber)]] | R, univariate | Video tutorial | English | | | [[https://www.youtube.com/playlist?list=PLxFREn4yGU1xDfH6vvW-avBtWX7qhs8vu|Statistics with R (Christoph Scherber)]] | R, hypothesis tests, regression modeling | Video tutorial | English | |
| [[https://www.youtube.com/playlist?list=PLE9wx7mxT8gsjR8IKEa43lk7VtXiYgPDy|Data Science 4 Ecologists in R (GFBio University of Goettingen)]] | data wrangling, univariate | Video tutorial | English | | | [[https://www.youtube.com/playlist?list=PLE9wx7mxT8gsjR8IKEa43lk7VtXiYgPDy|Data Science 4 Ecologists in R (GFBio University of Goettingen)]] | R, data wrangling, hypothesis tests, regression modeling | Video tutorial | English | |
| [[http://www.rseek.org/|Rseek]] | General help | Forum | English | | | [[http://www.rseek.org/|Rseek]] | general help | Forum | English | |
| [[http://forum.r-statistik.de/|R-Statistik]] | General help | Forum | German | | | [[http://forum.r-statistik.de/|R-Statistik]] | general help | Forum | German | |
| [[https://stackoverflow.com/|Stackoverflow]] | General help | Forum | English | | | [[https://stackoverflow.com/|Stackoverflow]] | general help | Forum | English | |
| | [[https://www.davidzeleny.net/anadat-r/doku.php/en:start|Analysis of community ecology data in R]] | R, data wrangling, multivariate analysis, visualization | Online resource | English | |
</datatables> | </datatables> |
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==== Literature (open access) ==== | |
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* Chang (2018): [[https://r-graphics.org/|R Graphics Cookbook]] | |
* Dormann (2013): [[https://link.springer.com/content/pdf/10.1007/978-3-642-34786-3.pdf|Parametrische Statistik]] | |
* Douglas et al. (2022): [[https://raw.githubusercontent.com/alexd106/Rbook/master/docs/Rbook.pdf|An Introduction to R]] | |
* Gelman et al. (2021): [[http://www.stat.columbia.edu/~gelman/book/|Bayesian Data Analysis (3rd Edition)]] | |
* Gelman & Vehtari (2020): [[https://avehtari.github.io/ROS-Examples/|Regression and Other Stories]] | |
* Groß & Peters (2009): [[https://cran.r-project.org/doc/contrib/Grosz+Peters-R-Reader.pdf|R Reader - Arbeiten mit dem Statistikprogramm R]] | |
* Wickham & Grolemund (2017): [[https://r4ds.had.co.nz/index.html|R for Data Science]] | |
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==== Literature (restriced access) ==== | |
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++++ Statistics with R | | |
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* Adler (2010): R in a nutshell. O’Reilly. | |
* Alexandrowicz (2013): R in 10 Schritten. Einführung in die statistische Programmierumgebung. UTB | |
* Crawley (2013): Statistik mit R. Wiley-VCH, Weinheim | |
* Everitt & Hothorn (2010): A handbook of statistical analyses using R. Chapman & Hall Book/CRC, Taylor & Francis Group | |
* Faes (2010): Einführung in R: Ein Kochbuch zur statistischen Datenanalyse mit R. Books on Demand | |
* Groß (2010): Grundlegende Statistik mit R: Eine anwendungsorientierte Einführung in die Verwendung der Statistik Software R. Vieweg & Teubner | |
* Jones, Harden & Crawley (2022): The R book. John Wiley & Sons | |
* Logan (2010): Biostatistial design and analysis using R. Wiley-Blackwell | |
* Luhmann (2010): R für Einsteiger: Einführung in die Statistiksoftware für die Sozialwissenschaften. Beltz | |
* Sachs, L. (2009): Angewandte Statistik. Methodensammlung mit R. Springer | |
* Schlittgen (2009): Das Statistiklabor: R leicht gemacht. Springer | |
* Zuur et al. (2009): Mixed effects models and extensions in ecology with R. Springer | |
* Zuur et al. (2010): A Beginner’s Guide to R (Use R!). Springer | |
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++++ Statistics (basics) | | |
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* Bärlocher (2008): Biostatistik. Georg Thieme Verlag | |
* Gotelli & Ellison (2004): A primer of ecological statistics. Palgrave Macmillan | |
* Köhler et al. (2012): Biostatistik: Eine Einführung für Biologen und Agrarwissenschaften. Springer | |
* Rudolf & Kuhlisch (2008): Biostatistik. Eine Einführung für Biowissenschaftler. Pearson Studium | |
* Quinn (2002): Experimental design and data analysis for biologists. Cambridge University Press | |
* Walser (2011): Statistik für Naturwissenschaftler. UTB | |
* Zuur et al (2007): Analysing ecological data. Springer | |
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==== Webresources: R (English) ==== | |
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* [[http://cran.r-project.org/manuals.html|CRAN manuals]] | |
* [[http://cran.r-project.org/other-docs.html|CRAN documents]] | |
* [[https://www.statmethods.net/|Quick-R: Statistical methods]] | |
* [[https://www.r-graph-gallery.com/|R Graph Gallery]] | |
* [[http://learnr.wordpress.com/|Learning R Blog]] | |
* [[https://alexd106.github.io/intro2R/index.html|An Introduction to R (Alex Douglas)]] - Accompanying homepage to book with exercises | |
* [[http://www.dwoll.de/rexrepos/|R Examples Repository RExRepos (D. Wollschläger)]] - Very good example code for many R applications | |
* [[https://bookdown.org/ndphillips/YaRrr/|YaRrr! The Pirate’s Guide to R (Nathaniel D. Phillips)]] | |
* [[https://stats.oarc.ucla.edu/other/dae/|Data Analysis Examples (UCLA)]] | |
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==== Webresources: R (German) ==== | |
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* [[https://rlab.blogs.uni-hamburg.de/|RLab - Digitale Skripe & RLab Kurse (Uni Hamburg)]] | |
* [[https://r-intro.tadaa-data.de/book/index.html|R für Psychos (Lukas Burk & Tobias Anton]] | |
* [[https://bookdown.org/joone/ComputationalMethods/|Computational Methods in der politischen Kommunikationsforschung (Julian Unkel)]] | |
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==== Webresources: Statistics ==== | |
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* [[https://www.statsoft.de/glossary/glossar.html|Statistikglossar Statsoft]] | |
* [[http://www.biostathandbook.com/|Biostathandbook (English)]] | |
* Johnson, A. A., Ott, M. Q., Dogucu, M. (2022):[[https://www.bayesrulesbook.com/|Bayes rules! An Introduction to Applied Bayesian Modeling (English)]] | |
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==== R video tutorials (English) ==== | |
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* [[https://www.youtube.com/watch?v=dT5A0sAWc2I&t=6s|Teach the Tidyverse to Beginners (David Robinson)]] | |
* [[https://www.youtube.com/playlist?list=PLxFREn4yGU1xDfH6vvW-avBtWX7qhs8vu|Statistics with R (Christoph Scherber)]] | |
* [[https://www.youtube.com/playlist?list=PLE9wx7mxT8gsjR8IKEa43lk7VtXiYgPDy|Data Science 4 Ecologists in R (GFBio University of Goettingen)]] | |
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==== R communities ==== | |
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* [[http://www.rseek.org/|Rseek (English)]] | |
* [[http://forum.r-statistik.de/|R forum]] | |
* [[https://stackoverflow.com/|Stackoverflow (English)]] | |
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