Random Fields on a Network: Modeling, Statistics, and Applications

摘要: The theory of spatial models over lattices, or random fields as they are known, has developed significantly recent years. This book provides a graduate-level introduction to the subject which assumes only basic knowledge probability and statistics, finite Markov chains, spectral second-order processes. A particular strength this is its emphasis on examples - both motivate being developed, demonstrate applications range from statistical mechanics image analysis statistics stochastic algorithms.