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Using R for ecological modeling in USACE
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Table of contents
Using R for ecological modeling in USACE restoration planning
Required set-up for the course
Basic Training on R and RStudio
1
Introduction to R and RStudio
2
Data Visualization with ggplot2
3
Exploring and understanding data
4
Manipulating Tabular Data
Ecological Modeling
5
Conceptual Ecological Models
Habitat Models
6
Background on habitat models in USACE
7
Habitat Suitability Index models with ecorest
8
Sensitivity and uncertainty analysis for habitat suitability index (HSI) models
9
Spatial Habitat Models
Linear Models for informing planning HSIs
10
Linear Models
11
Generalized Linear Models
Machine Learning
12
Random Forest
Other Modeling Approaches
13
Population Modeling
14
Network Models and Connectivity
15
Agent-based Models
Models and decision-making
16
Decision Support
17
Annualizing benefits and costs with ecorest and EngrEcon
18
Cost-Effectiveness and Incremental Cost Analysis (CEICA) with ecorest
Other R applications
19
R for GIS
Environmental data sources
20
Using R for data access
21
USGS gage data using the dataRetrieval package
22
National Hydrography Dataset
Workshop Preparation
23
HSI Workshop
24
Machine Learning Workshop
25
ggplot Workshop
16
Decision Support
Using ecological model output in restoration decisions.
15
Agent-based Models
17
Annualizing benefits and costs with ecorest and EngrEcon
On this page
16
Decision Support