Bayesian inference for a random tessellation process

被引:10
作者
Blackwell, PG [1 ]
机构
[1] Univ Sheffield, Dept Probabil & Stat, Sheffield S3 7RH, S Yorkshire, England
关键词
animal territories; Cox process; inhomogeneous Poisson process; Markov chain Monte Carlo; Metropolis-Hastings algorithm; polygon decomposition; tessellation reconstruction; Thiessen polygon; Voronoi tessellation;
D O I
10.1111/j.0006-341X.2001.00502.x
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
This article describes an inhomogeneous Poisson point process in the plane with an intensity function based on a Dirichlet tessellation process and a method for using observations on the point process to make fully Bayesian inferences about the underlying tessellation. The method is implemented using a Markov chain Monte Carlo approach. An application to modeling the territories of clans of badgers, Meles meles, is described.
引用
收藏
页码:502 / 507
页数:6
相关论文
共 12 条
[1]   Shapes and sizes of badger territories [J].
Blackwell, PG ;
Macdonald, DE .
OIKOS, 2000, 89 (02) :392-398
[2]   ANALYZING SHAPES OF FORAGING AREAS - SOME ECOLOGICAL AND ECONOMIC-THEORIES [J].
Covich, AP .
ANNUAL REVIEW OF ECOLOGY AND SYSTEMATICS, 1976, 7 :235-257
[3]   DEN SITE CAN DETERMINE SHAPE AND SIZE OF BADGER TERRITORIES - IMPLICATIONS FOR GROUP-LIVING [J].
DONCASTER, CP ;
WOODROFFE, R .
OIKOS, 1993, 66 (01) :88-93
[4]  
GLEMAN A, 1996, BAYESIAN STAT, V5, P599
[5]  
Johnson WA, 1939, T AM I MIN MET ENG, V135, P416
[6]  
KRUUK H, 1978, J ZOOL, V184, P1
[7]   2 ALGORITHMS FOR CONSTRUCTING A DELAUNAY TRIANGULATION [J].
LEE, DT ;
SCHACHTER, BJ .
INTERNATIONAL JOURNAL OF COMPUTER & INFORMATION SCIENCES, 1980, 9 (03) :219-242
[8]  
MYLES JP, 1994, 42494 U SHEFF
[9]  
SMITH AFM, 1993, J ROY STAT SOC B MET, V55, P3
[10]  
Stoyan D., 1987, Stochastic geometry and its applications