Caribbean coral reef structure and biodiversity - Comparing boosted regression tree & multiple regression approaches
Author(s): Eric Womack
Virginia Commonwealth University
1154 total view(s), 2050 download(s)
Summary:
Creating and comparing boosted regression tree models to multiple regression models.
Contents:
Data from Newman et al (2015)(CSV | 13 KB)
Newman et al 2015.pdf(PDF | 440 KB)
R markdown for Tutorial(RMD | 2 KB)- Reef Structure & Biodiversity Tutorial(PDF | 640 KB)
- Boosted Regression Tree : BCCVL
- StatQuest: Decision Trees - YouTube
- Regression Trees, Clearly Explained!!! - YouTube
- Generalized Linear Model : BCCVL
- StatQuest: Linear Models Pt.1 - Linear Regression - YouTube
- StatQuest: Linear Models Pt.1.5 - Multiple Regression - YouTube
- StatQuest: Multiple Regression in R - YouTube
- Cross Validation Explained: Evaluating estimator performance.
- License terms