5 Discrete Spatial Variation

5.3 Continuous vs discrete spatial variation models?

Sometimes, spatial variation is genuinely discrete but more often, discrete models are used pragmatically.

Advantages of continuous spatial variation models include:

  • they are more natural than discrete spatial variation models

  • their interpretation does not rely on arbitrarily defined sub-regions

Advantages of discrete spatial variation models include:

  • data are often only available from spatially aggregated sampling units

  • inference (via MCMC) is computationally much easier than for continuous spatial variation models