Application of Branching Models in the Study of Invasive Species

被引:34
作者
Balderama, Earvin [1 ]
Schoenberg, Frederic Paik [1 ]
Murray, Erin [2 ]
Rundel, Philip W. [2 ]
机构
[1] Univ Calif Los Angeles, Dept Stat, Los Angeles, CA 90095 USA
[2] Univ Calif Los Angeles, Dept Ecol & Evolutionary Biol, Los Angeles, CA 90095 USA
关键词
Alien plants; Ecology; Epidemic-type aftershock sequence models; Hawkes process; Point process; Red banana; POINT-PROCESS MODELS; RESIDUAL ANALYSIS; PLANT INVASIONS; ALIEN; LIKELIHOOD; BIOLOGY; SPREAD; COSTS; RATES;
D O I
10.1080/01621459.2011.641402
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
Earthquake occurrences are often described using a class of branching models called epidemic-type aftershock sequence (ETAS) models. The name derives from the fact that the model allows earthquakes to cause aftershocks, and then those aftershocks may induce subsequent aftershocks, and so on. Despite their value in seismology, such models have not previously been used in studying the incidence of invasive plant and animal species. Here, we apply ETAS models to study the spread of an invasive species in Costa Rica (Musa velutina, or red banana). One challenge in this ecological application is that fitting the model requires the originations of the plants, which are not observed but may be estimated using filed data on the heights of the plants on a given date and their empirical growth rates. We then characterize the estimated spatial-temporal rate of spread of red banana plants using a space-time ETAS model.
引用
收藏
页码:467 / 476
页数:10
相关论文
共 34 条
[1]  
[Anonymous], 2003, An Introduction to the Theory of Point Processes, DOI 10.1007/b97277
[2]  
Begon M, 2006, Ecology: From Individuals to Ecosystems, V4th
[3]  
Clements R., 2013, ENVIRONMETR IN PRESS
[4]   Propagule pressure: A null model for biological invasions [J].
Colautti, Robert I. ;
Grigorovich, Igor A. ;
MacIsaac, Hugh J. .
BIOLOGICAL INVASIONS, 2006, 8 (05) :1023-1037
[5]  
Cressie N., 1993, Statistics for Spatial Data, DOI [10.1002/9781119115151, DOI 10.1002/9781119115151]
[6]   Reconstructing the spread of invasive plants: taking into account biases associated with herbarium specimens [J].
Delisle, F ;
Lavoie, C ;
Jean, M ;
Lachance, D .
JOURNAL OF BIOGEOGRAPHY, 2003, 30 (07) :1033-1042
[7]   Nonparametric estimation of spatial segregation in a multivariate point process: bovine tuberculosis in Cornwall, UK [J].
Diggle, P ;
Zheng, PP ;
Durr, P .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS, 2005, 54 :645-658
[8]   Spatio-temporal point processes, partial likelihood, foot and mouth disease [J].
Diggle, Peter J. .
STATISTICAL METHODS IN MEDICAL RESEARCH, 2006, 15 (04) :325-336
[9]   Seed dispersal of fleshy-fruited invasive plants by birds: contributing factors and management options [J].
Gosper, CR ;
Stansbury, CD ;
Vivian-Smith, G .
DIVERSITY AND DISTRIBUTIONS, 2005, 11 (06) :549-558
[10]  
Gutenberg B., 1944, Bull. Seismol. Soc. Am, V34, P185, DOI [DOI 10.1785/BSSA0340040185, 10.1785/BSSA0340040185]