Likelihood Analysis of Spatial Point Patterns

SUMMARY The likelihood procedure for estimating the pairwise interaction potential function is developed for statistical analysis of homogeneous spatial point patterns. Approximation methods of the normalizing factor of Gibbs canonical distribution are discussed both to estimate a scale parameter and to measure the softness (or hardness) of repulsive interactions. The approximations are useful up to a considerably high density. The validity of our procedure is demonstrated by some computer experi-. ments. Some real data are analysed.

[1]  Peter J. Diggle,et al.  Statistical analysis of spatial point patterns , 1983 .

[2]  Approximations to hard-core models and their application to statistical analysis , 1982 .

[3]  Y. Ogata,et al.  Estimation of interaction potentials of spatial point patterns through the maximum likelihood procedure , 1981 .

[4]  H. Künsch Thermodynamics and statistical analysis of Gaussian random fields , 1981 .

[5]  J. Cape,et al.  Melting in two dimensions: Determination of phase transition boundaries , 1980 .

[6]  Y. Ogata Maximum likelihood estimates of incorrect Markov models for time series and the derivation of AIC , 1980, Journal of Applied Probability.

[7]  David J. Gates,et al.  Further bounds for the distribution of minimum interpoint distance on a sphere , 1980 .

[8]  P. Moran The closest pair of N random points on the surface of a sphere , 1979 .

[9]  Peter J. Diggle,et al.  On parameter estimation and goodness-of-fit testing for spatial point patterns , 1979 .

[10]  B. Ripley Simulating Spatial Patterns: Dependent Samples from a Multivariate Density , 1979 .

[11]  Brian D. Ripley,et al.  Quick tests for spatial interaction , 1978 .

[12]  D. Vere-Jones,et al.  Space Time Correlations for Microearthquakes: A Pilot Study , 1978 .

[13]  R. Saunders,et al.  Poisson limits for a clustering model of strauss , 1977, Journal of Applied Probability.

[14]  B. Ripley Modelling Spatial Patterns , 1977 .

[15]  Hirotugu Akaike,et al.  On entropy maximization principle , 1977 .

[16]  J. Besag,et al.  Statistical Analysis of Spatial Point Patterns by Means of Distance Methods , 1976 .

[17]  D. K. Pickard Asymptotic inference for an Ising lattice , 1976, Journal of Applied Probability.

[18]  F. Kelly,et al.  A note on Strauss's model for clustering , 1976 .

[19]  D. J. Strauss A model for clustering , 1975 .

[20]  M. Bartlett,et al.  The statistical analysis of spatial pattern , 1974, Advances in Applied Probability.

[21]  J. Besag Spatial Interaction and the Statistical Analysis of Lattice Systems , 1974 .

[22]  H. Akaike,et al.  Information Theory and an Extension of the Maximum Likelihood Principle , 1973 .

[23]  L. Glass,et al.  General: Uniform Distribution of Objects in a Homogeneous Field: Cities on a Plain , 1971, Nature.

[24]  W. G. Hoover,et al.  Seventh Virial Coefficients for Hard Spheres and Hard Disks , 1967 .

[25]  B. Alder,et al.  Phase Transition in Elastic Disks , 1962 .

[26]  W. G. Hoover,et al.  Sixth and Seventh Virial Coefficients for the Parallel Hard‐Cube Model , 1962 .

[27]  P. Whittle ON STATIONARY PROCESSES IN THE PLANE , 1954 .

[28]  N. Metropolis,et al.  Equation of State Calculations by Fast Computing Machines , 1953, Resonance.

[29]  L. Onsager Crystal statistics. I. A two-dimensional model with an order-disorder transition , 1944 .