عنوان

Environmental and ecological statistics with R /

1420062069

9781420062069

dltt

Environmental and ecological statistics with R /

[Book]

Song S. Qian

xix, 421 pages :

illustrations ;

24 cm

Chapman & Hall/CRC applied environmental statistics

Includes bibliographical references (pages 409-416) and index

pt. 1. Basic concepts. Introduction. The Everglades example ; Statistical issues -- R. What is R? ; Getting started with R ; The R commander -- Statistical assumptions. The normality assumption ; The independence assumption ; The constant variance assumption ; Exploratory data analysis ; From graphs to statistical thinking -- Statistical inference. Estimation of population mean and confidence interval ; Hypothesis testing ; A general procedure ; Nonparametric methods for hypothesis testing ; Significance level [alpha], power 1 - [beta], and p-value ; One-way analysis of variance ; Examples -- part 2. Statistical modeling. Linear models. ANOVA as a linear model ; Simple and multiple linear regression models ; General considerations in building a predictive model ; Uncertainty in model predictions ; Two-way ANOVA -- Nonlinear models. Nonlinear regression ; Smoothing ; Smoothing and additive models -- Classification and regression tree. The Willamette River example ; Statistical methods ; Comments -- Generalized linear model. Logistic regression ; Model interpretation ; Diagnostics ; Seed predation by rodents : a second example of logistic regression ; Poisson regression model ; Generalized additive models -- part 3. Advanced statistical modeling. Simulation for model checking and statistical inference. Simulation ; Summarizing linear and nonlinear regression using simulation ; Simulation based on re-sampling -- Multilevel regression. Multilevel structure and exchangeability ; Multilevel ANOVA ; Multilevel linear regression ; Generalized multilevel models

0

Ecology-- Statistical methods

Environmental sciences-- Statistical methods

R (Computer program language)

Qian, Song S

20101201080844.0

rda

[Book]

Y