Statistics with R
In the first week, you will learn about core notions of statistics. The second goal is to learn how to do basics in R such as creating scripts, accessing information in data frames, plotting and calculating descriptive statistics.
The second week is devoted to basic and advanced methods of inferential statistics. We will start out with non-parametric tests, correlations and regression modeling. Another session is devoted to t-tests and ANOVA. Then we move to linear and logit mixed models. You will learn about contrast coding, model comparison and current conventions concerning model fitting. Throughout the entire course, we will allow time for questions concerning your own data sets.
Mon Aug 5th | Tue Aug 6th | Wed Aug 7th | Thu Aug 8th | Fri Aug 9th | Mon Aug 12th | Tue Aug 13th | Wed Aug 14th | Thu Aug 15th | Fri Aug 16th |
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- Descriptive Statistics – Distributions |
- Inferential statistics – Linear and logit mixed models |
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- Descriptive Statistics – Core concepts |
- Inferential statistics – Non-parametric tests |
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- Descriptive Statistics – Introduction to R |
- Inferential statistics – Correlations and regression modeling |
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- Descriptive Statistics – Plotting in R |
- Inferential statistics – T-tests and ANOVA |
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Mon Aug 5th | Tue Aug 6th | Wed Aug 7th | Thu Aug 8th | Fri Aug 9th | Mon Aug 12th | Tue Aug 13th | Wed Aug 14th | Thu Aug 15th | Fri Aug 16th |
---|---|---|---|---|---|---|---|---|---|
- Descriptive Statistics – Distributions |
- Inferential statistics – Linear and logit mixed models |
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- Descriptive Statistics – Core concepts |
- Inferential statistics – Non-parametric tests |
||||||||
- Descriptive Statistics – Introduction to R |
- Inferential statistics – Correlations and regression modeling |
||||||||
- Descriptive Statistics – Plotting in R |
- Inferential statistics – T-tests and ANOVA |
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Mon Aug 5th
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Descriptive Statistics – Core concepts
Tue Aug 6th
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Descriptive Statistics – Introduction to R
Wed Aug 7th
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Descriptive Statistics – Plotting in R
Thu Aug 8th
Fri Aug 9th
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Descriptive Statistics – Distributions
Mon Aug 12th
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Inferential statistics – Non-parametric tests
Tue Aug 13th
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Inferential statistics – Correlations and regression modeling
Wed Aug 14th
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Inferential statistics – T-tests and ANOVA
Thu Aug 15th
Fri Aug 16th
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Inferential statistics – Linear and logit mixed models