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Inference in hidden Markov models / Olivier Cappé (2005)
Titre : Inference in hidden Markov models Type de document : livre Auteurs : Olivier Cappé, Auteur ; Eric Moulines, Auteur ; Tobias Rydén, Auteur Editeur : New York : Springer Année de publication : 2005 Collection : Springer series in statistics Importance : 652 p. ISBN/ISSN/EAN : 978-0-387-40264-2 Note générale : ISBN-10 : 0-387-40264-0; DOI:10.1007/0-387-28982-8 Langues : Anglais (eng) Mots-clés : ALGORITHME Modèle Méthode statistique Résumé : Le site éditeur indique : Hidden Markov models have become a widely used class of statistical models with applications in diverse areas such as communications engineering, bioinformatics, finance and many more. This book is a comprehensive treatment of inference for hidden Markov models, including both algorithms and statistical theory. Topics range from filtering and smoothing of the hidden Markov chain to parameter estimation, Bayesian methods and estimation of the number of states.
In a unified way the book covers both models with finite state spaces, which allow for exact algorithms for filtering, estimation etc. and models with continuous state spaces (also called state-space models) requiring approximate simulation-based algorithms that are also described in detail. Simulation in hidden Markov models is addressed in five different chapters that cover both Markov chain Monte Carlo and sequential Monte Carlo approaches. Many examples illustrate the algorithms and theory. The book also carefully treats Gaussian linear state-space models and their extensions and it contains a chapter on general Markov chain theory and probabilistic aspects of hidden Markov models.
This volume will suit anybody with an interest in inference for stochastic processes, and it will be useful for researchers and practitioners in areas such as statistics, signal processing, communications engineering, control theory, econometrics, finance and more. The algorithmic parts of the book do not require an advanced mathematical background, while the more theoretical parts require knowledge of probability theory at the measure-theoretical level.Inference in hidden Markov models [livre] / Olivier Cappé, Auteur ; Eric Moulines, Auteur ; Tobias Rydén, Auteur . - New York : Springer, 2005 . - 652 p.. - (Springer series in statistics) .
ISBN : 978-0-387-40264-2
ISBN-10 : 0-387-40264-0; DOI:10.1007/0-387-28982-8
Langues : Anglais (eng)
Mots-clés : ALGORITHME Modèle Méthode statistique Résumé : Le site éditeur indique : Hidden Markov models have become a widely used class of statistical models with applications in diverse areas such as communications engineering, bioinformatics, finance and many more. This book is a comprehensive treatment of inference for hidden Markov models, including both algorithms and statistical theory. Topics range from filtering and smoothing of the hidden Markov chain to parameter estimation, Bayesian methods and estimation of the number of states.
In a unified way the book covers both models with finite state spaces, which allow for exact algorithms for filtering, estimation etc. and models with continuous state spaces (also called state-space models) requiring approximate simulation-based algorithms that are also described in detail. Simulation in hidden Markov models is addressed in five different chapters that cover both Markov chain Monte Carlo and sequential Monte Carlo approaches. Many examples illustrate the algorithms and theory. The book also carefully treats Gaussian linear state-space models and their extensions and it contains a chapter on general Markov chain theory and probabilistic aspects of hidden Markov models.
This volume will suit anybody with an interest in inference for stochastic processes, and it will be useful for researchers and practitioners in areas such as statistics, signal processing, communications engineering, control theory, econometrics, finance and more. The algorithmic parts of the book do not require an advanced mathematical background, while the more theoretical parts require knowledge of probability theory at the measure-theoretical level.Exemplaires (1)
Code-barres Cote Support Localisation Section Disponibilité 67432 CAP_11_67432 Livre Salle des ouvrages 11_Mathématiques Disponible Feynman-Kac formulae: genealogical and interacting particle systems with applications / Del Moral, Pierre (2004)
Titre : Feynman-Kac formulae: genealogical and interacting particle systems with applications Type de document : livre Auteurs : Del Moral, Pierre, Auteur Editeur : New York : Springer Année de publication : 2004 Collection : Probability and its applications Importance : 555 p. ISBN/ISSN/EAN : 978-0-387-20268-6 Langues : Anglais (eng) Mots-clés : Evolution equations Path integrals Quantum theory Vector spaces Résumé : Le site éditeur indique : Takes readers in a clear and progressive format from simple to recent and advanced topics in pure and applied probability such as contraction and annealed properties of non linear semi-groups, functional entropy inequalities, empirical process convergence, increasing propagations of chaos, central limit, and Berry Esseen type theorems as well as large deviations principles for strong topologies on path-distribution spaces. En ligne : https://link.springer.com/book/10.1007/978-1-4684-9393-1 Format de la ressource électronique : Feynman-Kac formulae: genealogical and interacting particle systems with applications [livre] / Del Moral, Pierre, Auteur . - New York : Springer, 2004 . - 555 p.. - (Probability and its applications) .
ISBN : 978-0-387-20268-6
Langues : Anglais (eng)
Mots-clés : Evolution equations Path integrals Quantum theory Vector spaces Résumé : Le site éditeur indique : Takes readers in a clear and progressive format from simple to recent and advanced topics in pure and applied probability such as contraction and annealed properties of non linear semi-groups, functional entropy inequalities, empirical process convergence, increasing propagations of chaos, central limit, and Berry Esseen type theorems as well as large deviations principles for strong topologies on path-distribution spaces. En ligne : https://link.springer.com/book/10.1007/978-1-4684-9393-1 Format de la ressource électronique : Exemplaires (1)
Code-barres Cote Support Localisation Section Disponibilité 69104 DEL_11_69104 Livre Salle des ouvrages 11_Mathématiques Sorti jusqu'au 25/05/2043 Mixed-effects models in S and S-PLUS / Pinheiro, J.C. ; Bates, D.M. (2004)
Titre : Mixed-effects models in S and S-PLUS Type de document : livre Auteurs : Pinheiro, J.C. ; Bates, D.M. Editeur : New York : Springer Année de publication : 2004 Collection : Statistics and Computing Importance : 528 p. ISBN/ISSN/EAN : 978-0-387-98957-0 Langues : Anglais (eng) Mots-clés : Computer software Data analysis Mathematical models Mathematical statistics Résumé : This book provides an overview of the theory and application of linear and nonlinear mixed-effects models in the analysis of grouped data, such as longitudinal data, repeated measures, and multilevel data. A unified model-building strategy for both linear and nonlinear models is presented and applied to the analysis of over 20 real datasets from a wide variety of areas, including pharmacokinetics, agriculture, and manufacturing. A strong emphasis is placed on the use of graphical displays at the various phases of the model-building process, starting with exploratory plots of the data and concluding with diagnostic plots to assess the adequacy of a fitted model. Over 170 figures are included in the book. The NLME library for analyzing mixed-effects models in S and S-PLUS, developed by the authors, provides the underlying software for implementing the methods presented in the text, being described and illustrated in detail throughout the book. The balanced mix of real data examples, modeling software, and theory makes this book a useful reference for practitioners who use, or intend to use, mixed-effects models in their data analyses. It can also be used as a text for a one-semester graduate-level applied course in mixed-effects models. Researchers in statistical computing will also find this book appealing for its presentation of novel and efficient computational methods for fitting linear and nonlinear mixed-effects models. [Résumé éditeur] Mixed-effects models in S and S-PLUS [livre] / Pinheiro, J.C. ; Bates, D.M. . - New York : Springer, 2004 . - 528 p.. - (Statistics and Computing) .
ISBN : 978-0-387-98957-0
Langues : Anglais (eng)
Mots-clés : Computer software Data analysis Mathematical models Mathematical statistics Résumé : This book provides an overview of the theory and application of linear and nonlinear mixed-effects models in the analysis of grouped data, such as longitudinal data, repeated measures, and multilevel data. A unified model-building strategy for both linear and nonlinear models is presented and applied to the analysis of over 20 real datasets from a wide variety of areas, including pharmacokinetics, agriculture, and manufacturing. A strong emphasis is placed on the use of graphical displays at the various phases of the model-building process, starting with exploratory plots of the data and concluding with diagnostic plots to assess the adequacy of a fitted model. Over 170 figures are included in the book. The NLME library for analyzing mixed-effects models in S and S-PLUS, developed by the authors, provides the underlying software for implementing the methods presented in the text, being described and illustrated in detail throughout the book. The balanced mix of real data examples, modeling software, and theory makes this book a useful reference for practitioners who use, or intend to use, mixed-effects models in their data analyses. It can also be used as a text for a one-semester graduate-level applied course in mixed-effects models. Researchers in statistical computing will also find this book appealing for its presentation of novel and efficient computational methods for fitting linear and nonlinear mixed-effects models. [Résumé éditeur] Exemplaires (1)
Code-barres Cote Support Localisation Section Disponibilité 67693 PIN_11_67693 Livre Salle des ouvrages 11_Mathématiques Sorti jusqu'au 25/05/2043
Titre : Acoustic communication Type de document : livre Auteurs : A. M. Simmons, Éditeur scientifique ; A. N. Popper, Éditeur scientifique ; Fay, R.R.(Ed.), Éditeur scientifique Editeur : New York : Springer Année de publication : 2003 Collection : Springer handbook of auditory research Importance : 404 p. ISBN/ISSN/EAN : 978-0-387-98661-6 Note générale : Inventaire 2008: Pointé en rayon le 02/04/2008 Langues : Anglais (eng) Mots-clés : Communication between animals Sense organs Vertebrates Résumé : In order to communicate, animals send and receive signals that are subject to their particular anatomical, psychological, and environmental constraints. This SHAR volume discusses both the production and perception of acoustic signals. Chapters address the information that animals communicate, how the communication is developed and learned, and how communication systems have adapted and evolved within species. The book will give examples from a variety of species. Note de contenu : Hbk; En ligne : http://books.google.com/books?id=RCVRXK4FVKsC&printsec=frontcover&hl=fr Acoustic communication [livre] / A. M. Simmons, Éditeur scientifique ; A. N. Popper, Éditeur scientifique ; Fay, R.R.(Ed.), Éditeur scientifique . - New York : Springer, 2003 . - 404 p.. - (Springer handbook of auditory research) .
ISBN : 978-0-387-98661-6
Inventaire 2008: Pointé en rayon le 02/04/2008
Langues : Anglais (eng)
Mots-clés : Communication between animals Sense organs Vertebrates Résumé : In order to communicate, animals send and receive signals that are subject to their particular anatomical, psychological, and environmental constraints. This SHAR volume discusses both the production and perception of acoustic signals. Chapters address the information that animals communicate, how the communication is developed and learned, and how communication systems have adapted and evolved within species. The book will give examples from a variety of species. Note de contenu : Hbk; En ligne : http://books.google.com/books?id=RCVRXK4FVKsC&printsec=frontcover&hl=fr Exemplaires (1)
Code-barres Cote Support Localisation Section Disponibilité 68267 Sim_4_68267 Livre Salle des ouvrages 04_Ecologie_animale Disponible North American temperate deciduous forest responses to changing precipitation regimes / Paul J. Hanson (2003)
Titre : North American temperate deciduous forest responses to changing precipitation regimes Type de document : livre Auteurs : Paul J. Hanson, Éditeur scientifique ; Stan D. Wullschleger, Éditeur scientifique Editeur : New York : Springer Année de publication : 2003 Collection : Ecological studies, 166 num. 166 Importance : 472 p. ISBN/ISSN/EAN : 978-0-387-00309-2 Note générale : ISBN-10 : 0-387-00309-6 Langues : Anglais (eng) Mots-clés : Carbon cycle Climatic change Ecosystems Forest ecology North America Precipitation Rain Water cycle Résumé : Large-scale experimentation allows scientists to test the specific responses of ecosystems to changing environmental conditions. Researchers at Oak Ridge National Laboratory together with other Federal and University scientists conducted a large-scale climatic change experiment at the Walker Branch Watershed in Tennessee, a model upland hardwood forest in North America. This volume synthesizes mechanisms of forest ecosystem response to changing hydrologic budgets associated with climatic change drivers. The authors explain the implications of changes at both the plant and stand levels, and they extrapolate the data to ecosystem-level responses, such as changes in nutrient cycling, biodiversity and carbon sequestration. In analyzing data, they also discuss similarities and differences with other temperate deciduous forests. Source data for the experiment has been archived by the authors in the U.S. Department of Energy's Carbon Dioxide Information and Analysis Center (CDIAC) for future analysis and modeling by independent investigators. North American temperate deciduous forest responses to changing precipitation regimes [livre] / Paul J. Hanson, Éditeur scientifique ; Stan D. Wullschleger, Éditeur scientifique . - New York : Springer, 2003 . - 472 p.. - (Ecological studies, 166; 166) .
ISBN : 978-0-387-00309-2
ISBN-10 : 0-387-00309-6
Langues : Anglais (eng)
Mots-clés : Carbon cycle Climatic change Ecosystems Forest ecology North America Precipitation Rain Water cycle Résumé : Large-scale experimentation allows scientists to test the specific responses of ecosystems to changing environmental conditions. Researchers at Oak Ridge National Laboratory together with other Federal and University scientists conducted a large-scale climatic change experiment at the Walker Branch Watershed in Tennessee, a model upland hardwood forest in North America. This volume synthesizes mechanisms of forest ecosystem response to changing hydrologic budgets associated with climatic change drivers. The authors explain the implications of changes at both the plant and stand levels, and they extrapolate the data to ecosystem-level responses, such as changes in nutrient cycling, biodiversity and carbon sequestration. In analyzing data, they also discuss similarities and differences with other temperate deciduous forests. Source data for the experiment has been archived by the authors in the U.S. Department of Energy's Carbon Dioxide Information and Analysis Center (CDIAC) for future analysis and modeling by independent investigators. Exemplaires (1)
Code-barres Cote Support Localisation Section Disponibilité 67775 HAN_26_67775 Livre Salle des ouvrages 26_Collections Disponible Understanding urban ecosystems: a new frontier for science and education / Berkowitz, A.R.(Ed.) ; Hollweg, K.S.(Ed.) ; Nilon, C.H.(Ed.) (2003)
PermalinkApplying landscape ecology in biological conservation / Gutzwiller, K.J.(Ed.) (2002)
PermalinkPermalinkLearning landscape ecology: a practical guide to concepts and techniques / S. E. Gergel (2002)
PermalinkLikelihood, bayesian, and MCMC methods in quantitative genetics / Sorensen, D. ; Gianola, D. (2002)
PermalinkPermalinkModel selection and multimodel inference: a practical information-theoretic approach / Kenneth P. Burnham (2002)
PermalinkModern applied statistics with S / Venables, W.N. (2002)
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