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Reply To: | Classification, clustering, and phylogeny estimation |
Date: | Fri, 20 Mar 2015 12:29:09 +0100 |
Content-Type: | multipart/alternative |
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Dear colleagues,
Registration is open for the workshop "R Without Fear: Applied R for
Biologists", September 21-25, 2015. Instructor: Dr. Jordi Moya-Laraño (Estación
Experimental de Zonas Áridas - CSIC, Spain).
PLACE: Facilities of the Centre de Restauració i Interpretació Paleontologica,
Els Hostalets de Pierola, Barcelona (Spain).
WEBPAGE: http://www.transmittingscience.org/courses/stats/applied-r-for-bio/
PROGRAM:
Introduction to the R working environment.
- Variable types in R.
- Statistical populations and samples through working examples.
- Measurements of central tendency and variability.
- Precision, accuracy and bias.
- Hypothesis testing: Falsability, Type-I and II errors and statistical power.
- Correlation and simple regression.
- P-value vs. effect magnitude.
- Linear Models: Residuals, assumptions and interpretation.
- Explained vs. unexplained variance of a model (the coefficient of
determination).
- Building functions in R.
- Introduction to graphics in R.
- The concept of partial effect: Partial regression and correlation.
- General Linear Models (GLM).
- Curve fitting in linear models and General Additive Models (GAMs).
- The problem of spatial autocorrelation in ecology and evolution.
- Multicolinearity: When is there a problem?
- Additive vs. multiplicative effects: Checking and plotting interactions.
- Introduction to General and Generalized Linear Mixed Models (GLMM).
- Fixed vs. Random effects and implications for analysis: Main R functions.
- Introduction to Bayesian statistics: The function MCMCglmm.
- Practical examples in evolutionary ecology:
The study of natural selection.
Applications of linear models for quantitative genetics.
- Student’s case studies.
Please feel free to distribute this information between your colleagues if you
consider it appropriate.
With best regards
Soledad De Esteban-Trivigno, Ph.D.
Transmitting Science
www.transmittingscience.org
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