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Home | Forecasting with exponential smoothing: the state space approach

Forecasting with Exponential Smoothing. The State Space Approach. 2008, XII, 360 p., Softcover. What is the book about? And Hyndman, Koehler, Snyder and Grose (IJF, 2002). Although there have been many others filling in some of the details. In this book we try to bring together all of the important results in a coherent manner with consistent notation. We have written it for people wanting to apply the methods in their own area of interest as well as for researchers wanting to take the ideas in new d...

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Home | Forecasting with exponential smoothing: the state space approach | exponentialsmoothing.net Reviews

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Forecasting with Exponential Smoothing. The State Space Approach. 2008, XII, 360 p., Softcover. What is the book about? And Hyndman, Koehler, Snyder and Grose (IJF, 2002). Although there have been many others filling in some of the details. In this book we try to bring together all of the important results in a coherent manner with consistent notation. We have written it for people wanting to apply the methods in their own area of interest as well as for researchers wanting to take the ideas in new d...

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Errata | Forecasting with exponential smoothing: the state space approach

http://www.exponentialsmoothing.net/errata

This is the list of all errors that we know about. If you think you've spotted a new one, please let us know. In the heading for section 2.3.3, "A. A" should read "A. The discount matrix for the damped local level model is $D= phi(1- alpha)$ and the model is stable provided $ phi(1- alpha) 1$, or equivalently $ phi 1$ and $0 alpha 2$. Exercise 3.2. Change "stable" to "forecastable". Exercise 3.3. The variance should be $ sigma 2(1 (t-1) alpha 2)$. The third equation should have a plus sign:. End{array} r...

2

Reviews | Forecasting with exponential smoothing: the state space approach

http://www.exponentialsmoothing.net/reviews

Review by Professor David Hand, International Statistical Review, 77(2), 315-316. Review by Lars-Erik Oller and Par Stockhammar, International Journal of Forecasting, 26(1), 204-205.

3

Preview | Forecasting with exponential smoothing: the state space approach

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4

Online Supplements | Forecasting with exponential smoothing: the state space approach

http://www.exponentialsmoothing.net/node/4

Implements the methods described in the book. The expsmooth. Package contains the data for the exercises and most of the examples in the book. Both packages are available on CRAN. The data are available in two forms: as part of the expsmooth package. And as individual csv files. This zip file. Contains all csv files, or you can download individual csv files below. Annual US new freight cars. Annual US net electricity generation. Billion kwh) for 1949-2003. Mid western USA from 1 Jan 2003. Millions). ...

5

Table of contents | Forecasting with exponential smoothing: the state space approach

http://www.exponentialsmoothing.net/toc

Linear innovations state space models. Non-linear and heteroscedastic innovations state space models. Estimation of innovations state space models. Prediction distributions and intervals. Part III: Further topics. Models with regressor variables. Some properties of linear models. Reduced forms and relationships with ARIMA models. Linear innovations state space models with random seed states. Conventional state space models. Time series with multiple seasonal patterns (with Phillip Gould).

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M1-Time Series | Freakonometrics

http://freakonometrics.hypotheses.org/category/courses/m1-time-series

Category Archives: M1-Time Series. Examen de séries temporelles. En vue de se préparer à l’examen (qui aura lieu vendredi prochain), je mets en ligne quelques exercices de séries temporelles. Ainsi que quelques questions à choix multiples. On regarde tout ça mercredi. Prévision de l’intérêt pour le chocolat, avec des modèles ARIMA. Hier en cours, on s’était lancé sur la prévision de la série obtenue sur Google Trends pour le mot clé “ chocolat. 8220; La série est la suivante. Report = read.csv(url,.

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Error, trend, seasonality - ets and its forecast model friends

http://ellisp.github.io/blog/2016/11/27/ets-friends

Grouped by subject matter. Error, trend, seasonality - ets and its forecast model friends. I check out exponential smoothing state space models for univariate time series as a general family of forecasting models, and in particular the `ets`, `stlm` and `thetaf` functions from Hyndman's forecast R package. For monthly and quarterly seasonal data, `thetaf` seems to be slightly outperformed by its more flexible and general cousins. A broad family of fast and effective forecast methods. Package). Each o...

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Main profile | OTexts

https://www.otexts.org/profile-main/4

Is Professor of Statistics and Director of the Business and Economic Forecasting Unit at Monash University, Australia. He lives in Melbourne, Australia, with his wife and four children. He completed a Science honours degree at the University of Melbourne in 1988 and a PhD on nonlinear time series modelling at the same university in 1992. He has worked at the University of Melbourne, Colorado State University, the Australian National University and Monash University. Rob is Editor-in-Chief of the.

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Econometrics | Integrated Development

http://www.brettparris.com/econometrics

Exploring sustainability, complexity, development and spirituality. Skip to primary content. Skip to secondary content. Monash University’s Department of Econometrics and Business Statistics. Where I work, defines. More positively, a good grounding in statistics helps you develop and engage with an evidence-based approach to research and policy. There are loads of good books and resources of course. Below I’ve listed a small sample, with an emphasis on R. John Wiley and Sons, New York and Chichester, 292...

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Publications | Rob J Hyndman

http://robjhyndman.com/publications

Monash University, Australia. Associations between outdoor fungal spores and childhood and adolescent asthma hospitalisations. 09 Jun 2016 Journal article. Visualising Forecasting Algorithm Performance using Time Series Instance Spaces. 19 May 2016 Working paper. On sampling methods for costly multi-objective black-box optimization. 29 Feb 2016 Book chapter. Dynamic Algorithm Selection for Pareto Optimal Set Approximation. 19 Feb 2016 Journal article. 04 Feb 2016 Journal article. 30 Jan 2016 Working paper.

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Software | Rob J Hyndman

http://robjhyndman.com/publications/software

Monash University, Australia. This page provides links to R packages I have written. The most recent versions of some of my R packages are on github: https:/ github.com/robjhyndman/. Data from the Australian Demographic Data Bank. To be used in conjunction with the demography. Automatic identification of breaks for additive season and trend, designed for use with remote sensing data. Unusual Time Series Detection. ( ACM version of package. Data sets from Hyndman, Koehler, Ord and Snyder (2008). Data sets...

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Home | Forecasting with exponential smoothing: the state space approach

Forecasting with Exponential Smoothing. The State Space Approach. 2008, XII, 360 p., Softcover. What is the book about? And Hyndman, Koehler, Snyder and Grose (IJF, 2002). Although there have been many others filling in some of the details. In this book we try to bring together all of the important results in a coherent manner with consistent notation. We have written it for people wanting to apply the methods in their own area of interest as well as for researchers wanting to take the ideas in new d...

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