Environmental and Ecological Statistics with R

ISBN-13: 9780367736750 / Angielski / Miękka / 2020 / 536 str.

Song S. Qian

Opis

Environmental and Ecological Statistics with R, Second Edition focuses on statistical modeling and data analysis for environmental and ecological problems. By guiding readers through the process of scientific problem solving and statistical model development, it eases the transition from scientific hypothesis to statistical mode

Spis treści

I Basic Concepts

Introduction

A Crash Course on R

Statistical Assumptions

Statistical Inference

II Statistical Modeling

Linear Models

Nonlinear Models

Classi cation and Regression Tree

Generalized Linear Model

III Advanced Statistical Modeling

Simulation for Model Checking and Statistical Inference

Multilevel Regression

Using Simulation for Evaluating Models Based on Statistical Signicance Testing

Bibliography

O autorze

Song S. Qian, PhD, is an assistant professor in the Department of Environmental Sciences at the University of Toledo, Ohio, USA