An introduction to generalised linear models using R

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General information

This course is jointly organized by the University of Bologna, the PhD Course in Scienze della Terra, della Vita e dell'Ambiente and the Erasmus Mundus Doctoral Programme on Marine Ecosystem Health and Conservation (MARES*). It targets PhD students, post-docs and researchers interested in developing skills in statistical modelling and using R. The course will follow a group training methodology and will include both lectures and tutorials. There will also be an opportunity for the participants to bring their own analyses to the course for instruction. Course Content:

Introduction to R

  • Installing and getting started
  • Loading data
  • Data manipulation
  • Plotting
  • Exporting data

Linear models (ANOVA, linear regressions, ANCOVA, general linear models)

  • The normal distribution and statistical modelling based on normal statistics
  • Maximum likelihood

Generalized Linear Models (GLM)

  • Non-normal distributions
  • Deviance
  • AIC

Generalized Additive Models (GAM)
Mixed-Effects Models
Generalized Linear Mixed-Effects Models (GLMM)

* For MARES PhD students only, this course will be considered as 4 credits of “expert training”, to other students a certificate with number of hours and contents will be delivered.

Contact Person: EMBRC Training Office (embrc.training@ugent.be)

Content

The highlighted icons, represent the fields of education (in compliance with ISCED Classification) engaged during this course/programme.

Venue

Venue: University of Bologna, Laboratori di Scienze Ambientali - Aula Magna
Ravenna, Italy

Application

Open from
11 Feb 2014 to 4 Mar 2014

Cost:
<p>380 € for non-MARES PhD students&nbsp;<br /> 300 € for MARES PhD students&nbsp;<br /> 480 € for post-docs and independent researchers&nbsp;</p> <p>The fees include tuition, course material and coffee breaks.</p>

Prerequisites:

A general understanding of univariate statistics and a good knowledge of the English language is expected. A basic familiarity with R is preferable, as the first day will just give an overview/refreshment of the basics of R.


Application Procedure:

You can apply by following these steps:

Step. 1: make a personal account for the application tool (click here)

Step. 2: after creating an account, you will be able to access the online application form with your login email and password

Step 3: enter all required data in the application form; personal data, CV (maximum 1 page), and practical information

Step 4: submit the application form

Confirmation of acceptance, details for payment, accommodation and logistics information will be given by the 6th of March, 2014.

Application Deadline: 4th March, 2014

Qualification

Academic level: PhD
Occupations (not validated):

This course is jointly organized by the University of Bologna, the PhD Course in Scienze della Terra, della Vita e dell'Ambiente and the Erasmus Mundus Doctoral Programme on Marine Ecosystem Health and Conservation (MARES*). It targets PhD students, post-docs and researchers interested in developing skills in statistical modelling and using R. The course will follow a group training methodology and will include both lectures and tutorials. There will also be an opportunity for the participants to bring their own analyses to the course for instruction. Course Content:

Introduction to R

  • Installing and getting started
  • Loading data
  • Data manipulation
  • Plotting
  • Exporting data

Linear models (ANOVA, linear regressions, ANCOVA, general linear models)

  • The normal distribution and statistical modelling based on normal statistics
  • Maximum likelihood

Generalized Linear Models (GLM)

  • Non-normal distributions
  • Deviance
  • AIC

Generalized Additive Models (GAM)
Mixed-Effects Models
Generalized Linear Mixed-Effects Models (GLMM)

* For MARES PhD students only, this course will be considered as 4 credits of “expert training”, to other students a certificate with number of hours and contents will be delivered.

Age: 
any
Application procedure: 

You can apply by following these steps:

Step. 1: make a personal account for the application tool (click here)

Step. 2: after creating an account, you will be able to access the online application form with your login email and password

Step 3: enter all required data in the application form; personal data, CV (maximum 1 page), and practical information

Step 4: submit the application form

Confirmation of acceptance, details for payment, accommodation and logistics information will be given by the 6th of March, 2014.

Application Deadline: 4th March, 2014

Apply: 
Tuesday, February 11, 2014 to Tuesday, March 4, 2014
Attendance mode: 
Campus
Attendance pattern: 
Daytime
Cost: 
<p>380 € for non-MARES PhD students&nbsp;<br /> 300 € for MARES PhD students&nbsp;<br /> 480 € for post-docs and independent researchers&nbsp;</p> <p>The fees include tuition, course material and coffee breaks.</p>
Duration: 
40 hours
Start/End: 
Monday, June 23, 2014 - 02:00 to Saturday, June 28, 2014 - 02:00
Language of assessment: 
English
Language of instruction: 
English
Places: 
Min 15 - Max 30
Prerequisite: 

A general understanding of univariate statistics and a good knowledge of the English language is expected. A basic familiarity with R is preferable, as the first day will just give an overview/refreshment of the basics of R.

Study mode: 
Full time
Subject: 
Biostatistics; R software; Generalized Linear Models; Statistical Modelling
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