https://github.com/mbjoseph/biometry-linear-models
Slides and scripts for teaching linear models in R
https://github.com/mbjoseph/biometry-linear-models
linear-models linear-regression r rstats statistics
Last synced: 8 days ago
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Slides and scripts for teaching linear models in R
- Host: GitHub
- URL: https://github.com/mbjoseph/biometry-linear-models
- Owner: mbjoseph
- License: bsd-2-clause
- Created: 2017-03-07T21:59:29.000Z (over 9 years ago)
- Default Branch: master
- Last Pushed: 2019-10-31T20:06:25.000Z (over 6 years ago)
- Last Synced: 2025-02-26T08:16:48.819Z (over 1 year ago)
- Topics: linear-models, linear-regression, r, rstats, statistics
- Language: R
- Size: 5.37 MB
- Stars: 3
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Introduction to linear models
Maxwell B. Joseph
Slides and scripts for teaching linear models in R.
This material was developed for guest lectures in Biometry at CU Boulder (EBIO 4410/5410) in spring 2017.
## Contents
1. Introduction to linear regression ([slides](https://github.com/mbjoseph/biometry-linear-models/blob/master/1-intro-regression/lm1.pdf))
2. Parameter uncertainty and model criticism for linear regression ([slides](https://github.com/mbjoseph/biometry-linear-models/blob/master/2-uncertainty-and-criticism/lm2.pdf))
3. Evaluating linear model assumptions ([slides](https://github.com/mbjoseph/biometry-linear-models/blob/master/3-model-checking/lm3.pdf))
4. Using information theory to evaluate models ([slides](https://github.com/mbjoseph/biometry-linear-models/blob/master/4-information-theory/lm4.pdf))