| Description |
1 online resource (245 pages) : graphs |
| Physical Medium |
polychrome |
| Description |
text file |
| Bibliography |
Includes bibliographical references (pages 237-238) and index. |
| Contents |
Statistical software. The R environment ; Installation and use of R ; Basic operations ; Data frames -- Exploratory data analysis (EDA). Expected value ; Variance ; Confidence intervals ; Summary tables ; Plots ; Distribution plots ; Scatter plots ; Box plots ; Lattice plots ; Interaction plots ; Bar plots ; Paired plots ; 3D plots ; Plots with whiskers ; Curves -- Statistical modelling. Regression model ; General linear model ; Generalized linear model ; Searching for the "correct" model ; Model selection ; Model diagnosis -- The first trial. An example ; EDA ; Presumed model ; Statistical analysis ; ANOVA table of Type I ; Nonlinear trends ; Removal of model terms ; Comparison of levels using contrasts ; Contrasts and the model parameterization ; Posterior simplification ; Diagnosis of the final model -- Systematic part. Regression ; ANOVA and ANODEV ; ANCOVA and ANCODEV ; Syntax of the systematic part -- Random part. Continuous measurements ; Counts and frequencies ; Relative frequencies -- Gaussian distribution. Description of LM and GLM ; Regression ; Weighted regression ; Multiple regression ; Two-way ANOVA ; One-way ANCOVA -- Gamma and lognormal distributions. Description of the Gamma model ; Description of the lognormal model ; Regression ; Two-way ANODEV ; Two-way ANCOVA -- Poisson distribution. Description of the Poisson model ; One-way ANODEV ; Overdispersion and underdispersion ; Multiple regression ; One-way ANCODEV ; Three-way ANODEV (Contingency table) -- Negative-bionomial distribution. Description of the negative-bionomial model ; One-way ANODEV -- Bionomial distribution. Description of bionomial model ; Two-way ANODEV ; Overdispersion and underdispersion ; Regression ; One-way ANCODEV ; Binary one-way ANCODEV. |
| Summary |
Book written "for people who have only a basic knowledge of statistics (for example, people who have attended only a Basic statistics/Biostatistics course) but who need to correctly analyse the data resulting from their observations or experiments"--p. IX. |
| Local Note |
eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - North America |
| Subject |
Quantitative research.
|
|
Quantitative research. |
|
Analysis of variance.
|
|
Analysis of variance. |
|
Gaussian distribution.
|
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Gaussian distribution. |
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Lognormal distribution.
|
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Lognormal distribution. |
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Poisson distribution.
|
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Poisson distribution. |
|
Distribution (Probability theory)
|
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Distribution (Probability theory) |
| Genre/Form |
Electronic books.
|
| Added Author |
Brabec, Marek, author.
|
| Added Title |
Generalized linear models in R |
| Other Form: |
Print version: Pekar, Stano. Modern analysis of biological data. Brno : Masaryk University Press, 2016 9788021080195 (OCoLC)991599485 |
| ISBN |
9788021081062 (electronic book) |
|
8021081066 (electronic book) |
|
9788021080195 |
|
8021080191 |
|
