Modeling observation error and its effects in a random walk/extinction model

被引:4
作者
Buonaccorsi, John P.
Staudenmayer, John
Carreras, Maximo
机构
[1] Univ Massachusetts, Dept Math & Stat, Amherst, MA 01003 USA
[2] Univ Massachusetts, Grad Program Orgnism & Evolutionary Biol, Amherst, MA 01003 USA
基金
美国国家卫生研究院;
关键词
growth; measurement error; population dynamics; rate of increase; time series;
D O I
10.1016/j.tpb.2006.02.002
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
This paper examines the consequences of observation errors for the "random walk with drift", a model that incorporates density independence and is frequently used in population viability analysis. Exact expressions are given for biases in estimates of the mean, variance and growth parameters under very general models for the observation errors. For other quantities, such as the finite rate of increase, and probabilities about population size in the future we provide and evaluate approximate expressions. These expressions explain the biases induced by observation error without relying exclusively on simulations, and also suggest ways to correct for observation error. A secondary contribution is a careful discussion of observation error models, presented in terms of either log-abundance or abundance. This discussion recognizes that the bias and variance in observation errors may change over time, the result of changing sampling effort or dependence on the underlying population being sampled. (c) 2006 Elsevier Inc. All rights reserved.
引用
收藏
页码:322 / 335
页数:14
相关论文
共 32 条
  • [1] [Anonymous], 1974, Introduction to the Theory of Statistics
  • [2] Borchers D. L., 2002, ESTIMATING ANIMAL AB
  • [3] BUONACCORSI J, 2006, IN PRESS BIOMETRICS
  • [4] Calder C, 2003, ECOLOGY, V84, P1395, DOI 10.1890/0012-9658(2003)084[1395:IMSOSI]2.0.CO
  • [5] 2
  • [6] Better inferences from population-dynamics experiments using Monte Carlo state-space likelihood methods
    De Valpine, P
    [J]. ECOLOGY, 2003, 84 (11) : 3064 - 3077
  • [7] De Valpine P, 2002, ECOL MONOGR, V72, P57, DOI 10.1890/0012-9615(2002)072[0057:FPMIPN]2.0.CO
  • [8] 2
  • [9] ESTIMATION OF GROWTH AND EXTINCTION PARAMETERS FOR ENDANGERED SPECIES
    DENNIS, B
    MUNHOLLAND, PL
    SCOTT, JM
    [J]. ECOLOGICAL MONOGRAPHS, 1991, 61 (02) : 115 - 143
  • [10] Graybill F. A., 1976, THEORY APPL LINEAR M