Caribbean coral reef structure and biodiversity - Comparing boosted regression tree &amp; multiple regression approaches

Name: Caribbean coral reef structure and biodiversity - Comparing boosted regression tree & multiple regression approaches
Published: 2020-05-29
License: CC Attribution-ShareAlike 4.0 International

Eric Womack

doi:10.25334/B0KS-JA38

Caribbean coral reef structure and biodiversity - Comparing boosted regression tree & multiple regression approaches

Author(s): Eric Womack

Virginia Commonwealth University

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Summary:

Creating and comparing boosted regression tree models to multiple regression models.

Licensed under CC Attribution-ShareAlike 4.0 International according to these terms

Version 1.0 - published on 29 May 2020 doi:10.25334/B0KS-JA38 - cite this

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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.
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Caribbean coral reef structure and biodiversity - Comparing boosted regression tree & multiple regression approaches

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