Ecological Models and Data in R |  | Author: Benjamin M. Bolker Publisher: Princeton University Press Category: Book
List Price: $57.50 Buy New: $46.15 as of 9/9/2010 08:49 CDT details You Save: $11.35 (20%)
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Seller: indoobestsellers Rating: 6 reviews Sales Rank: 50993
Media: Hardcover Edition: 508 Pages: 408 Number Of Items: 1 Shipping Weight (lbs): 2.2 Dimensions (in): 10.1 x 7.1 x 1.1
ISBN: 0691125228 Dewey Decimal Number: 577.015118 EAN: 9780691125220 ASIN: 0691125228
Publication Date: July 1, 2008 Availability: Usually ships in 1-2 business days
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Product Description
Ecological Models and Data in R is the first truly practical introduction to modern statistical methods for ecology. In step-by-step detail, the book teaches ecology graduate students and researchers everything they need to know in order to use maximum likelihood, information-theoretic, and Bayesian techniques to analyze their own data using the programming language R. Drawing on extensive experience teaching these techniques to graduate students in ecology, Benjamin Bolker shows how to choose among and construct statistical models for data, estimate their parameters and confidence limits, and interpret the results. The book also covers statistical frameworks, the philosophy of statistical modeling, and critical mathematical functions and probability distributions. It requires no programming background--only basic calculus and statistics. - Practical, beginner-friendly introduction to modern statistical techniques for ecology using the programming language R
- Step-by-step instructions for fitting models to messy, real-world data
- Balanced view of different statistical approaches
- Wide coverage of techniques--from simple (distribution fitting) to complex (state-space modeling)
- Techniques for data manipulation and graphical display
- Companion Web site with data and R code for all examples
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Showing reviews 1-5 of 6
An excellent resource for ecologists March 10, 2009 James R. Vonesh (Richmond, VA, USA) 5 out of 5 found this review helpful
This book, in part, was developed from Dr. Bolker's graduate course in Ecological Models and Data at the University of Florida. This was the best course I took as a graduate student, it transformed the set of quantitative tools I was able to bring to bear on ecological questions. There was so much worthwhile material covered in this class that I took it twice (UF only counted the first time:). Since graduate school I still frequently refer to my notes from the class. With the publication of "Ecological Models and Data in R" even those who didn't have the good fortune of being in Bolker's class can learn approaches for integrating ecological theory and data. Bolker's book covers much of the material from his course and thus is an excellent resource for graduate students and faculty alike.
Great hands-on textbook October 28, 2009 ah 2 out of 2 found this review helpful
I'm doing infectious disease modeling for a living, and I got a lot out of this book. I was not too familiar with R and with stochastic models. Reading and working through this book taught me a lot. The book is really meant to be worked through carefully. Ben drops nuggets of wisdom everywhere - but you need to read carefully to catch them. It's not the ideal book if you need a quick reference on how to do "X". But as a textbook and to really learn things, it is great. That said, I would hesitate to use it for a real beginner's class. Some background with statistical concepts and a solid math foundation are necessary. And some programming experience, with either R or another language, helps a lot. If students are too weak in any of these areas, it would be hard to teach the material in a single semester course. But the great thing about this book is that anyone motivated to learn the subject matter can "simply" sit down and work through it on their own and at their own pace. It will take time, but it's totally worth it.
excellent book November 6, 2008 Jim 1 out of 3 found this review helpful
The best book I ever read about statistical modeling. Goes into details but still very accessible.
Nice book September 5, 2008 flobpf (Michigan, USA) 2 out of 2 found this review helpful
I am a molecular biologist, trying to work my way through some ecological modeling. I found this book quite useful, since it has lot of examples and details. There is an online supplement for this book, where you can get all the scripts and pdf versions of the chapters, if you want. the R supplements, and the scripts give you a hands-on experience in handling the data in R. Tests like maximum likelihood, monte carlo are explained very well, and the R scripts help in understanding the nitty-gritties of programming. All in all, a good book.
Versatile book August 28, 2008 Arturo T. De Zan (Barcelona, Spain) 2 out of 5 found this review helpful
Very nice book, especially versatile for many applications other than ecology problems. Clarity on writing.
Showing reviews 1-5 of 6
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