An exploratory data analysis (EDA) of the paths of moving animals

被引:43
作者
Brillinger, DR
Preisler, HK
Ager, AA
Kie, JG
机构
[1] Univ Calif Berkeley, Dept Stat, Berkeley, CA 94720 USA
[2] USDA, Forest Serv, Pacific SW Res Stn, Albany, CA 94710 USA
[3] USDA, Forest Serv, Pacific NW Res Stn, La Grande, OR 97850 USA
基金
美国国家科学基金会;
关键词
dependence; deer; elk; exploratory data analysis; fourier analysis; paths; starkey experimental forest; time series; John W. Tukey; vector field plots;
D O I
10.1016/j.jspi.2003.06.016
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
This work presents an exploratory data analysis of the trajectories of deer and elk moving about in the Starkey Experimental Forest and Range in eastern Oregon. The animals' movements may be affected by habitat variables and the behavior of the other animals. In the work of this paper a stochastic differential equation-based model is developed in successive stages. Equations of motion are set down motivated by corresponding equations of physics. Functional parameters appearing in the equations are estimated nonparametrically and plots of vector fields of animal movements are prepared. Residuals are used to look for interactions amongst the movements of the animals. There are exploratory analyses of various sorts. Statistical inferences are based on Fourier transforms of the data, which are unequally spaced. The sections of the paper start with motivating quotes and aphorisms from the writings of John W. Tukey. (C) 2003 Elsevier B.V. All rights reserved.
引用
收藏
页码:43 / 63
页数:21
相关论文
共 26 条
[1]  
[Anonymous], TIME SERIES ANAL IRR
[2]  
[Anonymous], P 6 BERK S PROB STAT
[3]  
BLOOMFIELD P, 1970, J R STAT SOC B, V32, P369
[4]  
Brillinger D.R., 2001, DATA ANAL STAT FDN, P369
[5]  
Brillinger D.R., 1973, B INT STAT I, V45, P413
[6]   Employing stochastic differential equations to model wildlife motion [J].
Brillinger, DR ;
Preisler, HK ;
Ager, AA ;
Kie, JG ;
Stewart, BS .
BULLETIN OF THE BRAZILIAN MATHEMATICAL SOCIETY, 2002, 33 (03) :385-408
[7]  
BRILLINGER DR, 2001, 610 U CAL STAT DEP
[8]  
Brillinger DR., 1975, TIME SERIES DATA ANA
[9]  
BRILLINGER DR, 2000, RESENHAS, V4, P423
[10]  
Cleveland WS, 1992, Statistical Models in S, P309, DOI [DOI 10.1201/9780203738535-8, 10.1201/9780203738535]