Description
The statistical analyses that students of the life-sciences are being expected to perform are becoming increasingly advanced. Whether at the undergraduate, graduate, or post-graduate level, this book provides the tools needed to properly analyze your data in an efficient, accessible, plainspoken, frank, and occasionally humorous manner, ensuring that readers come away with the knowledge of which analyses they should use and when they should use them.
The book uses the statistical language R, which is the choice of ecologists worldwide and is rapidly becoming the 'go-to' stats program throughout the life-sciences. Furthermore, by using a single, real-world dataset throughout the book, readers are encouraged to become deeply familiar with an imperfect but realistic set of data. Indeed, early chapters are specifically designed to teach basic data manipulation skills and build good habits in preparation for learning more advanced analyses. This approach also demonstrates the importance of viewing data through different lenses, facilitating an easy and natural progression from linear and generalized linear models through to mixed effects versions of those same analyses. Readers will also learn advanced plotting and data-wrangling techniques, and gain an introduction to writing their own functions.
Applied Statistics with R is suitable for senior undergraduate and graduate students, professional researchers, and practitioners throughout the life-sciences, whether in the fields of ecology, evolution, environmental studies, or computational biology.
Author: Justin C. Touchon
Publisher: Oxford University Press, USA
Published: 08/30/2021
Pages: 336
Binding Type: Paperback
Weight: 1.40lbs
Size: 9.40h x 6.70w x 0.80d
ISBN13: 9780198869337
ISBN10: 0198869339
BISAC Categories:
- Science | Life Sciences | Ecology
- Mathematics | Probability & Statistics | General
- Computers | Data Science | General
The book uses the statistical language R, which is the choice of ecologists worldwide and is rapidly becoming the 'go-to' stats program throughout the life-sciences. Furthermore, by using a single, real-world dataset throughout the book, readers are encouraged to become deeply familiar with an imperfect but realistic set of data. Indeed, early chapters are specifically designed to teach basic data manipulation skills and build good habits in preparation for learning more advanced analyses. This approach also demonstrates the importance of viewing data through different lenses, facilitating an easy and natural progression from linear and generalized linear models through to mixed effects versions of those same analyses. Readers will also learn advanced plotting and data-wrangling techniques, and gain an introduction to writing their own functions.
Applied Statistics with R is suitable for senior undergraduate and graduate students, professional researchers, and practitioners throughout the life-sciences, whether in the fields of ecology, evolution, environmental studies, or computational biology.
Author: Justin C. Touchon
Publisher: Oxford University Press, USA
Published: 08/30/2021
Pages: 336
Binding Type: Paperback
Weight: 1.40lbs
Size: 9.40h x 6.70w x 0.80d
ISBN13: 9780198869337
ISBN10: 0198869339
BISAC Categories:
- Science | Life Sciences | Ecology
- Mathematics | Probability & Statistics | General
- Computers | Data Science | General
About the Author
Justin C. Touchon, Assistant Professor, Department of Biology, Vassar College, USA