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Estimation Of A Dynamic Linear Model With Unknown Starting Values
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Book Synopsis Dynamic Linear Models with R by : Giovanni Petris
Download or read book Dynamic Linear Models with R written by Giovanni Petris and published by Springer Science & Business Media. This book was released on 2009-06-12 with total page 258 pages. Available in PDF, EPUB and Kindle. Book excerpt: State space models have gained tremendous popularity in recent years in as disparate fields as engineering, economics, genetics and ecology. After a detailed introduction to general state space models, this book focuses on dynamic linear models, emphasizing their Bayesian analysis. Whenever possible it is shown how to compute estimates and forecasts in closed form; for more complex models, simulation techniques are used. A final chapter covers modern sequential Monte Carlo algorithms. The book illustrates all the fundamental steps needed to use dynamic linear models in practice, using R. Many detailed examples based on real data sets are provided to show how to set up a specific model, estimate its parameters, and use it for forecasting. All the code used in the book is available online. No prior knowledge of Bayesian statistics or time series analysis is required, although familiarity with basic statistics and R is assumed.
Book Synopsis Estimation of a Dynamic Linear Model with Unknown Starting Values by : R. D. Snyder
Download or read book Estimation of a Dynamic Linear Model with Unknown Starting Values written by R. D. Snyder and published by . This book was released on 1986 with total page 29 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Optimal Estimation of Dynamic Systems by : John L. Crassidis
Download or read book Optimal Estimation of Dynamic Systems written by John L. Crassidis and published by CRC Press. This book was released on 2011-10-26 with total page 745 pages. Available in PDF, EPUB and Kindle. Book excerpt: An ideal self-study guide for practicing engineers as well as senior undergraduate and beginning graduate students, this book highlights the importance of both physical and numerical modeling in solving dynamics-based estimation problems found in engineering systems, such as spacecraft attitude determination, GPS navigation, orbit determination, and aircraft tracking. With more than 100 pages of new material, this reorganized and expanded edition incorporates new theoretical results, a new chapter on advanced sequential state estimation, and additional examples and exercises. MATLAB codes are available on the book's website.
Book Synopsis Applied Econometrics with R by : Christian Kleiber
Download or read book Applied Econometrics with R written by Christian Kleiber and published by Springer Science & Business Media. This book was released on 2008-12-10 with total page 229 pages. Available in PDF, EPUB and Kindle. Book excerpt: R is a language and environment for data analysis and graphics. It may be considered an implementation of S, an award-winning language initially - veloped at Bell Laboratories since the late 1970s. The R project was initiated by Robert Gentleman and Ross Ihaka at the University of Auckland, New Zealand, in the early 1990s, and has been developed by an international team since mid-1997. Historically, econometricians have favored other computing environments, some of which have fallen by the wayside, and also a variety of packages with canned routines. We believe that R has great potential in econometrics, both for research and for teaching. There are at least three reasons for this: (1) R is mostly platform independent and runs on Microsoft Windows, the Mac family of operating systems, and various ?avors of Unix/Linux, and also on some more exotic platforms. (2) R is free software that can be downloaded and installed at no cost from a family of mirror sites around the globe, the Comprehensive R Archive Network (CRAN); hence students can easily install it on their own machines. (3) R is open-source software, so that the full source code is available and can be inspected to understand what it really does, learn from it, and modify and extend it. We also like to think that platform independence and the open-source philosophy make R an ideal environment for reproducible econometric research.
Book Synopsis Bayesian Forecasting and Dynamic Models by : Mike West
Download or read book Bayesian Forecasting and Dynamic Models written by Mike West and published by Springer Science & Business Media. This book was released on 2013-06-29 with total page 720 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this book we are concerned with Bayesian learning and forecast ing in dynamic environments. We describe the structure and theory of classes of dynamic models, and their uses in Bayesian forecasting. The principles, models and methods of Bayesian forecasting have been developed extensively during the last twenty years. This devel opment has involved thorough investigation of mathematical and sta tistical aspects of forecasting models and related techniques. With this has come experience with application in a variety of areas in commercial and industrial, scientific and socio-economic fields. In deed much of the technical development has been driven by the needs of forecasting practitioners. As a result, there now exists a relatively complete statistical and mathematical framework, although much of this is either not properly documented or not easily accessible. Our primary goals in writing this book have been to present our view of this approach to modelling and forecasting, and to provide a rea sonably complete text for advanced university students and research workers. The text is primarily intended for advanced undergraduate and postgraduate students in statistics and mathematics. In line with this objective we present thorough discussion of mathematical and statistical features of Bayesian analyses of dynamic models, with illustrations, examples and exercises in each Chapter.
Book Synopsis Estimation of Parameters in a Linear Dynamic System with Missing Observations by : David Stewart Stoffer
Download or read book Estimation of Parameters in a Linear Dynamic System with Missing Observations written by David Stewart Stoffer and published by . This book was released on 1982 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Dynamic Disequilibrium Modeling: Theory and Applications by : William A. Barnett
Download or read book Dynamic Disequilibrium Modeling: Theory and Applications written by William A. Barnett and published by Cambridge University Press. This book was released on 1996-06-13 with total page 556 pages. Available in PDF, EPUB and Kindle. Book excerpt: . The organizers of the ninth symposium, which produced the current proceedings volume, were Claude Hillinger at the University of Munich, Giancarlo Gandolfo at the University of Rome "La Sapienza," A. R. Bergstrom at the University of Essex, and P. C. B. Phillips at Yale University.
Book Synopsis Sensor Systems by : Clarence W. de Silva
Download or read book Sensor Systems written by Clarence W. de Silva and published by CRC Press. This book was released on 2016-12-19 with total page 655 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers sensors and multiple sensor systems, including sensor networks and multi-sensor data fusion. It presents the physics and principles of operation and discusses sensor selection, ratings and performance specifications, necessary hardware and software for integration into an engineering system and signal processing and data analysis. Additionally, it discusses parameter estimation, decision making and practical applications. Even though the book has all the features of a course textbook, it also contains a wealth of practical information on the subject.
Book Synopsis Theory and Programs for Dynamic Modeling of Tree Rings from Climate by : Paul C. Van Deusen
Download or read book Theory and Programs for Dynamic Modeling of Tree Rings from Climate written by Paul C. Van Deusen and published by . This book was released on 1988 with total page 24 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis State Space and Unobserved Component Models by : James Durbin
Download or read book State Space and Unobserved Component Models written by James Durbin and published by Cambridge University Press. This book was released on 2004-06-10 with total page 398 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive overview of developments in the theory and application of state space modeling, first published in 2004.
Book Synopsis Mass Appraisal Methods by : Tom Kauko
Download or read book Mass Appraisal Methods written by Tom Kauko and published by John Wiley & Sons. This book was released on 2009-01-28 with total page 360 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book takes a cross-disciplinary and cross-cultural look atmass appraisal expertise for property valuation in different marketconditions, and offers some cutting- edge approaches. The editors establish an international platform and present thescientific debate as well as practical feasibility considerations.Heretic and orthodox valuation methods are assessed based onspecific criteria, partly technical and partly institutional.Methodological evaluation is approached using two types ofcriteria: operational concerns about how to determine propertyvalue differentials between spatial and functional units of realestate in a valid and reliable way (technical criteria); and thekind of market circumstances being operated in (institutionalcriteria). While technical criteria are relatively well-researched,there is little theoretically informed work on the connectionbetween country context and selection of property appraisalmethods. The book starts with an examination of current mass propertyappraisal practices, presenting case studies from widely differingmarkets - from the American and Dutch, where regression-basedmethods have been used successfully for some time; to the EasternEuropean and other emerging economies, where limitations have to becompensated by focusing on the modelling assumptions. The second part of the book looks at sophisticated modellingapproaches, some of which represent combinations of elements fromtwo or more techniques. Whatever the exact modelling approach, therequirements are always high for the quality of the data andsuitability of the method. In the final section, methods areevaluated and compared according to technical criteria and againstinstitutional contexts.With its exceptionally wide coverage ofvaluation issues, Mass Appraisal Methods: an internationalperspective for property valuers addresses property valuationproblems common to different countries and approaches applicable inboth developed and emerging economies.
Download or read book Dynamic Neuroscience written by Zhe Chen and published by Springer. This book was released on 2017-12-27 with total page 337 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book shows how to develop efficient quantitative methods to characterize neural data and extra information that reveals underlying dynamics and neurophysiological mechanisms. Written by active experts in the field, it contains an exchange of innovative ideas among researchers at both computational and experimental ends, as well as those at the interface. Authors discuss research challenges and new directions in emerging areas with two goals in mind: to collect recent advances in statistics, signal processing, modeling, and control methods in neuroscience; and to welcome and foster innovative or cross-disciplinary ideas along this line of research and discuss important research issues in neural data analysis. Making use of both tutorial and review materials, this book is written for neural, electrical, and biomedical engineers; computational neuroscientists; statisticians; computer scientists; and clinical engineers.
Book Synopsis List of Recent Periodical Articles by : Joint Bank-Fund Library
Download or read book List of Recent Periodical Articles written by Joint Bank-Fund Library and published by . This book was released on 1987 with total page 838 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Multi-Sensor Information Fusion by : Xue-Bo Jin
Download or read book Multi-Sensor Information Fusion written by Xue-Bo Jin and published by MDPI. This book was released on 2020-03-23 with total page 602 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book includes papers from the section “Multisensor Information Fusion”, from Sensors between 2018 to 2019. It focuses on the latest research results of current multi-sensor fusion technologies and represents the latest research trends, including traditional information fusion technologies, estimation and filtering, and the latest research, artificial intelligence involving deep learning.
Book Synopsis Experimental Modal Analysis and Dynamic Component Synthesis: Modal parameter estimation by : Randall J. Allemang
Download or read book Experimental Modal Analysis and Dynamic Component Synthesis: Modal parameter estimation written by Randall J. Allemang and published by . This book was released on 1987 with total page 274 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Computational Analysis of Biochemical Systems by : Eberhard O. Voit
Download or read book Computational Analysis of Biochemical Systems written by Eberhard O. Voit and published by Cambridge University Press. This book was released on 2000-09-04 with total page 556 pages. Available in PDF, EPUB and Kindle. Book excerpt: Teaches the use of modern computational methods for the analysis of biomedical systems using case studies and accompanying software.
Book Synopsis Motion Control for Intelligent Automation by : A. De Carli
Download or read book Motion Control for Intelligent Automation written by A. De Carli and published by Elsevier. This book was released on 2014-06-28 with total page 437 pages. Available in PDF, EPUB and Kindle. Book excerpt: Motion Control is a rapidly evolving topic, with a wide range of applications, especially in robotics. Speed and position control of a mechanical system has always been one of the main problems in automatic control, as the demand increases for advanced levels of accuracy and dynamics. The study of motion control aims to combine theoretical approaches with the realization of mechanical systems characterized by high levels of performance. The IFAC workshop focused on the evolution of: mechanical systems modelling; control strategies; intelligent instrumentation; dedicated microprocessor devices, and new fields of application.