اللغة:
שפה נוכחית
Modern analysis of biological data
لتكبير النص لتصغير النص- كتاب
| العنوان |
Modern analysis of biological data : generalized linear models in R / Stano Pekar, Marek Brabec. |
|---|---|
| الطبعة |
1st ed. |
| الناشر |
Brno, [Czech Republic] : Masaryk University |
| تاريخ الإصدار |
2016 |
| ملاحظات |
Includes bibliographical references and index. |
| رقم الرف |
Intro -- CONTENTS -- FOREWORD -- 1 INTRODUCTION -- 1.1 How to read the book -- 1.2 Types of variables -- 1.3 Conventions -- 2 STATISTICAL SOFTWARE -- 2.1 The R environment -- 2.2 Installation and use of R -- 2.3 Basic operations -- 2.4 Data frames -- 3 EXPLORATORY DATA ANALYSIS (EDA) -- 3.1 Expected value -- 3.2 Variance -- 3.3 Confidence intervals -- 3.4 Summary tables -- 3.5 Plots -- 3.5.1 Distribution plots -- 3.5.2 Scatter plots -- 3.5.3 Box plots -- 3.5.4 Lattice plots -- 3.5.5 Interaction plots -- 3.5.6 Bar plots -- 3.5.7 Paired plots -- 3.5.8 3D plots -- 3.5.9 Plots with whiskers -- 3.5.10 Curves -- 4 STATISTICAL MODELLING -- 4.1 Regression model -- 4.2 General linear model -- 4.3 Generalized linear model -- 4.4 Searching for the "correct" model -- 4.5 Model selection -- 4.6 Model diagnosis -- 5 THE FIRST TRIAL -- 5.1 An Example -- 5.2 EDA -- 5.3 Presumed model -- 5.4 Statistical analysis -- 5.4.1 ANOVA table of Type I -- 5.4.2 Nonlinear trends -- 5.4.3 Removal of model terms -- 5.4.4 Comparison of levels using contrasts -- 5.4.5 Contrasts and the model parameterization -- 5.4.6 Posterior simplification -- 5.4.7 Diagnosis of the final model -- 5.5 Conclusion -- 6 SYSTEMATIC PART -- 6.1 Regression -- 6.2 ANOVA and ANODEV -- 6.3 ANCOVA and ANCODEV -- 6.4 Syntax of the systematic part -- 7 RANDOM PART -- 7.1 Continuous measurements -- 7.2 Counts and frequencies -- 7.3 Relative frequencies -- 8 GAUSSIAN DISTRIBUTION -- 8.1 Description of LM and GLM -- 8.2 Regression -- 8.3 Weighted regression -- 8.4 Multiple regression -- 8.5 Two-way ANOVA -- 8.6 One-way ANCOVA -- 9 GAMMA AND LOGNORMAL DISTRIBUTIONS -- 9.1 Description of the gamma model -- 9.2 Description of the lognormal model -- 9.3 Regression -- 9.4 Two-way ANODEV -- 9.5 Two-way ANCOVA -- 10 POISSON DISTRIBUTION -- 10.1 Description of the Poisson model -- 10.2 One-way ANODEV. 10.3 Overdispersion and underdispersion -- 10.4 Multiple regression -- 10.5 One-way ANCODEV -- 10.6 Three-way ANODEV -- 11 NEGATIVE-BINOMIAL DISTRIBUTION -- 11.1 Description of the negative-binomial model -- 11.2 One-way ANODEV -- 12 BINOMIAL DISTRIBUTION -- 12.1 Description of the binomial model -- 12.2 Two-way ANODEV -- 12.3 Overdispersion and underdispersion -- 12.4 Regression -- 12.5 One-way ANCODEV -- 12.6 Binary one-way ANCODEV -- REFERENCES -- INDEX -- Subject index -- R functions and their arguments. |
| الشكل |
1 online resource (247 pages) : illustrations (some color) |
| اللغة |
الانكليزية |
| تأريخ حقوق الملكية الفكرية |
©2016 |
| رقم النظام |
997010703513005171 |
MARC RECORDS
وسوم
- Quantitative research.
- Analysis of variance.
- Distribution (Probability theory)
- R (Computer program language).
- GNU-S (Computer program language)
- Distribution functions
- Frequency distribution
- ANOVA (Analysis of variance)
- Variance analysis
- Data analysis (Quantitative research)
- Exploratory data analysis (Quantitative research)
- Quantitative analysis (Research)
- Quantitative methods (Research)
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