A Threshold Model for Heron Productivity

被引:9
作者
Besbeas, Panagiotis [1 ,2 ]
Morgan, Byron J. T. [1 ]
机构
[1] Univ Kent, Sch Math Stat & Actuarial Sci, Canterbury CT2 7NF, Kent, England
[2] Athens Univ Econ & Business, Dept Stat, Athens, Greece
关键词
Conditionally Gaussian; Density dependence; Integrated population modeling; Kalman filter; Non-linear models; P-splines; State-space model; TIME-SERIES; DENSITY-DEPENDENCE; PROCESS NOISE; SPACE; SURVIVAL; DYNAMICS; ABUNDANCE; RECOVERY; ERROR;
D O I
10.1007/s13253-011-0080-8
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We demonstrate the potential of conditionally Gaussian state-space models in integrated population modeling, when certain model parameters may be functions of previous observations. The approach is applied to a heron census, and the data are best described by a model with three population-size thresholds which determine the population productivity. The model provides an explanation of how the population rebounds rapidly after major falls in size, which are characteristic of the data. By contrast, a simple logarithmic regression of productivity on population size was not significant. The results are of ecological interest, and suggest hypotheses for further investigation. Supplementary figures are available online.
引用
收藏
页码:128 / 141
页数:14
相关论文
共 33 条
[1]  
Abadi F., 2012, ESTIMATING STR UNPUB
[2]   The potential of integrated population modelling [J].
Besbeas, P ;
Freeman, SN ;
Morgan, BJT .
AUSTRALIAN & NEW ZEALAND JOURNAL OF STATISTICS, 2005, 47 (01) :35-48
[3]   Integrating mark-recapture-recovery and census data to estimate animal abundance and demographic parameters [J].
Besbeas, P ;
Freeman, SN ;
Morgan, BJT ;
Catchpole, EA .
BIOMETRICS, 2002, 58 (03) :540-547
[4]   The efficient integration of abundance and demographic data [J].
Besbeas, P ;
Lebreton, JD ;
Morgan, BJT .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS, 2003, 52 :95-102
[5]  
Besbeas P., 2012, APPL STAT IN PRESS
[6]  
Besbeas P, 2009, ENVIRON ECOL STAT SE, V3, P513, DOI 10.1007/978-0-387-78151-8_22
[7]   COVARIANCE ANALYSIS OF CENSORED SURVIVAL DATA [J].
BRESLOW, N .
BIOMETRICS, 1974, 30 (01) :89-99
[8]  
Brooks S. P., 2004, Animal Biodiversity and Conservation, V27, P515
[9]   State-space models for the dynamics of wild animal populations [J].
Buckland, ST ;
Newman, KB ;
Thomas, L ;
Koesters, NB .
ECOLOGICAL MODELLING, 2004, 171 (1-2) :157-175
[10]   The impact of climate change on birds [J].
Crick, HQP .
IBIS, 2004, 146 :48-56