{"product_id":"random-patterns-and-structures-in-spatial-data","title":"Random Patterns and Structures in Spatial Data","description":"\u003cp\u003eThe book presents a general mathematical framework able to detect and to characterise, from a morphological and statistical perspective, patterns hidden in spatial data. The mathematical tools employed are Gibbs Markov processes, mainly marked point procesess with interaction, which permits us to reduce the complexity of the pattern. It presents the framework, step by step, in three major parts: modeling, simulation, and inference. Each of these parts contains a theoretical development followed by applications and examples.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFeatures\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003ePresents mathematical foundations for tackling pattern detection and characterisation in spatial data using marked Gibbs point processes with interactions\u003c\/li\u003e\n\u003cli\u003eIncludes application examples from cosmology, environmental sciences, geology, and social networks\u003c\/li\u003e\n\u003cli\u003ePresents theoretical and practical details for the presented algorithms in order to be correctly and efficiently used\u003c\/li\u003e\n\u003cli\u003eProvides access to C++ and R code to encourage the reader to experiment and to develop new ideas\u003c\/li\u003e\n\u003cli\u003eIncludes references and pointers to mathematical and applied literature to encourage further study\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cem\u003eRandom Patterns and Structures in Spatial Data \u003c\/em\u003eis primarily aimed at researchers in mathematics, statistics, and the above-mentioned application domains. It is accessible for advanced undergraduate and graduate students and thus could be used to teach a course. It will be of interest to any scientific researcher interested in formulating a mathematical answer to the always challenging question: what is the pattern hidden in the data?\u003c\/p\u003e","brand":"Taylor \u0026 Francis Ltd","offers":[{"title":"Default Title","offer_id":54248862024024,"sku":"9781032459363","price":127.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0278\/1295\/4195\/files\/9781032459363.jpg?v=1768356914","url":"https:\/\/agendabookshop.com\/products\/random-patterns-and-structures-in-spatial-data","provider":"Agenda Bookshop","version":"1.0","type":"link"}