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Identifiability In Stochastic Models


Identifiability In Stochastic Models
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Identifiability In Stochastic Models


Identifiability In Stochastic Models
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Author : Bozzano G Luisa
language : en
Publisher: Academic Press
Release Date : 2012-09-18

Identifiability In Stochastic Models written by Bozzano G Luisa and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-09-18 with Mathematics categories.


The problem of identifiability is basic to all statistical methods and data analysis, occurring in such diverse areas as Reliability Theory, Survival Analysis, and Econometrics, where stochastic modeling is widely used. Mathematics dealing with identifiability per se is closely related to the so-called branch of "characterization problems" in Probability Theory. This book brings together relevant material on identifiability as it occurs in these diverse fields.



Characterization And Identifiability Results In Some Stochastic Models


Characterization And Identifiability Results In Some Stochastic Models
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Author : Theofanis Sapatinas
language : en
Publisher:
Release Date : 1993

Characterization And Identifiability Results In Some Stochastic Models written by Theofanis Sapatinas and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993 with categories.




On A Problem Of Non Identifiability Arising In Simple Stochastic Models For Stereological Counts


On A Problem Of Non Identifiability Arising In Simple Stochastic Models For Stereological Counts
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Author : P. S. Puri
language : en
Publisher:
Release Date : 1983

On A Problem Of Non Identifiability Arising In Simple Stochastic Models For Stereological Counts written by P. S. Puri and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1983 with categories.




On Certain Problems Involving Non Identifiability Of Distributions Arising In Stochastic Modeling


On Certain Problems Involving Non Identifiability Of Distributions Arising In Stochastic Modeling
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Author : Prem S. Puri
language : en
Publisher:
Release Date : 1978

On Certain Problems Involving Non Identifiability Of Distributions Arising In Stochastic Modeling written by Prem S. Puri and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1978 with categories.




A Class Of Non Identifiable Stochastic Models


A Class Of Non Identifiable Stochastic Models
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Author : Violet R. Cane
language : en
Publisher:
Release Date : 1977

A Class Of Non Identifiable Stochastic Models written by Violet R. Cane and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1977 with categories.




Stochastic Modelling And Control


Stochastic Modelling And Control
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Author : Mark Davis
language : en
Publisher: Springer Science & Business Media
Release Date : 2013-03-08

Stochastic Modelling And Control written by Mark Davis and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-03-08 with Science categories.


This book aims to provide a unified treatment of input/output modelling and of control for discrete-time dynamical systems subject to random disturbances. The results presented are of wide applica bility in control engineering, operations research, econometric modelling and many other areas. There are two distinct approaches to mathematical modelling of physical systems: a direct analysis of the physical mechanisms that comprise the process, or a 'black box' approach based on analysis of input/output data. The second approach is adopted here, although of course the properties ofthe models we study, which within the limits of linearity are very general, are also relevant to the behaviour of systems represented by such models, however they are arrived at. The type of system we are interested in is a discrete-time or sampled-data system where the relation between input and output is (at least approximately) linear and where additive random dis turbances are also present, so that the behaviour of the system must be investigated by statistical methods. After a preliminary chapter summarizing elements of probability and linear system theory, we introduce in Chapter 2 some general linear stochastic models, both in input/output and state-space form. Chapter 3 concerns filtering theory: estimation of the state of a dynamical system from noisy observations. As well as being an important topic in its own right, filtering theory provides the link, via the so-called innovations representation, between input/output models (as identified by data analysis) and state-space models, as required for much contemporary control theory.



Identification Of Dynamical Systems Identifiability To Stochastic Optimization


Identification Of Dynamical Systems Identifiability To Stochastic Optimization
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Author : Vivak Patel
language : en
Publisher:
Release Date : 2018

Identification Of Dynamical Systems Identifiability To Stochastic Optimization written by Vivak Patel and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018 with categories.


The central theme of this thesis is to understand two deeply related question. When can a differential system model be identifiable from observations? If the model is identifiable, how can we identify it practically? While these questions are by no means new, we study them in a modern context where systems and models are more complex, observations are more frequent, and the stochastic nature of the underlying phenomenon must be considered. Chapter 1 discusses the nuances of these two questions in this modern context. Chapters 2 and 3 delve into first question by refining notions of identifiability and by contributing necessary conditions for identifiability of certain differential equation models. Chapters 4 to 7 delve into the second question from the perspective of designing computable estimators to handle the higher frequency of observations. Chapter 8 also addresses the second question by designing a novel optimization framework to address phenomenon with a stochastic nature.



Stochastic Models Estimation And Control


Stochastic Models Estimation And Control
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Author : Maybeck
language : en
Publisher: Academic Press
Release Date : 1982-08-10

Stochastic Models Estimation And Control written by Maybeck and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 1982-08-10 with Mathematics categories.


Stochastic Models: Estimation and Control: v. 2



An Identification Method For Stochastic Models Of Time Series Analysis With Errors In Tghe Variables


An Identification Method For Stochastic Models Of Time Series Analysis With Errors In Tghe Variables
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Author : Eugen Nowak
language : en
Publisher:
Release Date : 1977

An Identification Method For Stochastic Models Of Time Series Analysis With Errors In Tghe Variables written by Eugen Nowak and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1977 with categories.




On Identifiability Of Stochastic Difference Equations With Errors In Variables In Relation To Identifiability Of The Classical Errors In Variable Eiv Models


On Identifiability Of Stochastic Difference Equations With Errors In Variables In Relation To Identifiability Of The Classical Errors In Variable Eiv Models
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Author : Yngve Willassen
language : no
Publisher:
Release Date : 1976

On Identifiability Of Stochastic Difference Equations With Errors In Variables In Relation To Identifiability Of The Classical Errors In Variable Eiv Models written by Yngve Willassen and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1976 with categories.