Pardo Statistical Methods for Field and Laboratory Studies in Behavioral Ecology

1. Auflage 2018
ISBN: 978-1-351-72316-9
Verlag: Taylor & Francis
Format: PDF
Kopierschutz: Adobe DRM (»Systemvoraussetzungen)

E-Book, Englisch, 318 Seiten

Reihe: Chapman & Hall/CRC Applied Environmental Statistics

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Autoren/Hrsg.

Pardo, Scott

Pardo, Michael

Fachgebiete

• Geowissenschaften Geographie | Raumplanung Geographie: Sachbuch, Reise
• Naturwissenschaften Biowissenschaften Biowissenschaften Biowissenschaften, Biologie: Sachbuch, Naturführer
• Naturwissenschaften Biowissenschaften Biowissenschaften Ökologie
• Mathematik | Informatik Mathematik Stochastik

Inhaltsverzeichnis

Table of Contents

Acknowledgements

Preface

- Statistical Foundations

- Binary Results – Single Samples and 2 x 2 Tables

- Continuous Variables – One and Two Samples

- The Linear Model – Continuous Regressor Variables

- The Linear Model – Discrete Regressor Variables

- The Linear Model – Random Effects and Mixed Models

- Polytomous Discrete Variables – R x C Contingency Tables

- The Generalized Linear Model – Logistic and Poisson Regression

- Multivariate Continuous Variables – Dimension Reduction, Clustering, Discrimination

- Bayesian and Frequentist Philosophies

- Decision and Game Theory

- Modern Prediction Methods and Machine Learning Models

- Time-to-Event Modeling

- Time Series Analysis and Stochastic Processes

- Study Design and Sample Size Considerations

- When Things Go Wrong…

APPENDIX. Solving Your Problem