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Theory of random sets

This monograph, now in a thoroughly revised second edition, offers the latest research on random sets. It has been extended to include substantial developments achieved since 2005, some of them motivated by applications of random sets to econometrics and finance. The present volume builds on the fou...

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Detalles Bibliográficos
Autor principal: Molchanov, Ilya
Lenguaje:eng
Publicado: Springer 2017
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-1-4471-7349-6
http://cds.cern.ch/record/2300461
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author Molchanov, Ilya
author_facet Molchanov, Ilya
author_sort Molchanov, Ilya
collection CERN
description This monograph, now in a thoroughly revised second edition, offers the latest research on random sets. It has been extended to include substantial developments achieved since 2005, some of them motivated by applications of random sets to econometrics and finance. The present volume builds on the foundations laid by Matheron and others, including the vast advances in stochastic geometry, probability theory, set-valued analysis, and statistical inference. It shows the various interdisciplinary relationships of random set theory within other parts of mathematics, and at the same time fixes terminology and notation that often vary in the literature, establishing it as a natural part of modern probability theory and providing a platform for future development. It is completely self-contained, systematic and exhaustive, with the full proofs that are necessary to gain insight. Aimed at research level, Theory of Random Sets will be an invaluable reference for probabilists; mathematicians working in convex and integral geometry, set-valued analysis, capacity and potential theory; mathematical statisticians in spatial statistics and uncertainty quantification; specialists in mathematical economics, econometrics, decision theory, and mathematical finance; and electronic and electrical engineers interested in image analysis.
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spelling cern-23004612021-04-21T18:56:51Zdoi:10.1007/978-1-4471-7349-6http://cds.cern.ch/record/2300461engMolchanov, IlyaTheory of random setsMathematical Physics and MathematicsThis monograph, now in a thoroughly revised second edition, offers the latest research on random sets. It has been extended to include substantial developments achieved since 2005, some of them motivated by applications of random sets to econometrics and finance. The present volume builds on the foundations laid by Matheron and others, including the vast advances in stochastic geometry, probability theory, set-valued analysis, and statistical inference. It shows the various interdisciplinary relationships of random set theory within other parts of mathematics, and at the same time fixes terminology and notation that often vary in the literature, establishing it as a natural part of modern probability theory and providing a platform for future development. It is completely self-contained, systematic and exhaustive, with the full proofs that are necessary to gain insight. Aimed at research level, Theory of Random Sets will be an invaluable reference for probabilists; mathematicians working in convex and integral geometry, set-valued analysis, capacity and potential theory; mathematical statisticians in spatial statistics and uncertainty quantification; specialists in mathematical economics, econometrics, decision theory, and mathematical finance; and electronic and electrical engineers interested in image analysis.Springeroai:cds.cern.ch:23004612017
spellingShingle Mathematical Physics and Mathematics
Molchanov, Ilya
Theory of random sets
title Theory of random sets
title_full Theory of random sets
title_fullStr Theory of random sets
title_full_unstemmed Theory of random sets
title_short Theory of random sets
title_sort theory of random sets
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-1-4471-7349-6
http://cds.cern.ch/record/2300461
work_keys_str_mv AT molchanovilya theoryofrandomsets