Introduction and background; Exploratory data analysis and graphics; Deterministic functions for ecological modeling; Probability and stochastic distributions for ecological modeling; Stochatsic simulation and power analysis; Likelihood and all that; Optimization and all that; Likelihood examples; Standar statistics revisited; Modeling variance; Dynamic models.
All examples are implemented in the open-source package R, thus taking away problems of software availability for use of the book. All code used in the book is available on a dedicated website.
This book discusses advanced statistical methods that can be used to analyse ecological data.
Carpenter , S. R. , J. J. Cole , J. R. Hodgson , J. F. Kitchell , M. L. Pace , D. Bade , K. L. Cottingham , T. E. Essington , J. N. Houser , and D. E. Schindler . 2001 . ... Caswell , H. , and J. E. Cohen . 1991.
The book provides the theoretical background in an easy-to-understand approach, encouraging readers to examine the processes that generated their data.
"The distinctive strength of this book is that truths are mostly not revealed but discovered, in the way that R-savvy ecologists—empirical and theoretical—work and think now.
ÁÀ n j1⁄41n w ij dðÀ Þ zi ̄z zj À ̄z Á . IdðÞ1⁄4W dðÞ P n i1⁄41 P P i1⁄41n z i À À ̄z À Á2 ð5.4Þ Notice how similar Moran's I and Pearson correlation coefficients are: in essence Moran's I(d) is a Pearson's coefficient computed for one ...
King, R., Brooks, S. P., and Coulson, T. (2008), “Analyzing complex capture-recapture data in the presence of ... Leibold, M.A., Holyoak, M., Mouquet, N., Amarasekare, P., Chase, J. M., Hoopes, M. F., Holt, R. D., Shurin, J. B., Law, ...
Here is a Gibbs sampler for the simple example of a single animal followed over 200 time steps on a landscape with 30 patches . ... Here's the Gibbs sampler : spl
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.
... 717–718 , 721 Doris , B. , 158–159 Dormann , C. F. , 260 , 272 , 455–456 , 495 , 502 Doutrelant , C. , 500 Draper ... M. R. , 620 Eaton , M. J. , 397 Edwards , H. H. , 123–124 Edwards , M. R. , 583 Edwards , V. L. , 691 Edwards Jr.