forecasting with exponential smoothing springer series in statistics

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Forecasting With Exponential Smoothing

Author : Rob Hyndman
ISBN : 9783540719182
Genre : Mathematics
File Size : 26. 44 MB
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Exponential smoothing methods have been around since the 1950s, and are still the most popular forecasting methods used in business and industry. However, a modeling framework incorporating stochastic models, likelihood calculation, prediction intervals and procedures for model selection, was not developed until recently. This book brings together all of the important new results on the state space framework for exponential smoothing. It will be of interest to people wanting to apply the methods in their own area of interest as well as for researchers wanting to take the ideas in new directions. Part 1 provides an introduction to exponential smoothing and the underlying models. The essential details are given in Part 2, which also provide links to the most important papers in the literature. More advanced topics are covered in Part 3, including the mathematical properties of the models and extensions of the models for specific problems. Applications to particular domains are discussed in Part 4.

Introduction To Time Series And Forecasting

Author : Peter J. Brockwell
ISBN : 9781475725261
Genre : Mathematics
File Size : 84. 77 MB
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Some of the key mathematical results are stated without proof in order to make the underlying theory acccessible to a wider audience. The book assumes a knowledge only of basic calculus, matrix algebra, and elementary statistics. The emphasis is on methods and the analysis of data sets. The logic and tools of model-building for stationary and non-stationary time series are developed in detail and numerous exercises, many of which make use of the included computer package, provide the reader with ample opportunity to develop skills in this area. The core of the book covers stationary processes, ARMA and ARIMA processes, multivariate time series and state-space models, with an optional chapter on spectral analysis. Additional topics include harmonic regression, the Burg and Hannan-Rissanen algorithms, unit roots, regression with ARMA errors, structural models, the EM algorithm, generalized state-space models with applications to time series of count data, exponential smoothing, the Holt-Winters and ARAR forecasting algorithms, transfer function models and intervention analysis. Brief introducitons are also given to cointegration and to non-linear, continuous-time and long-memory models. The time series package included in the back of the book is a slightly modified version of the package ITSM, published separately as ITSM for Windows, by Springer-Verlag, 1994. It does not handle such large data sets as ITSM for Windows, but like the latter, runs on IBM-PC compatible computers under either DOS or Windows (version 3.1 or later). The programs are all menu-driven so that the reader can immediately apply the techniques in the book to time series data, with a minimal investment of time in the computational and algorithmic aspects of the analysis.

Wahrscheinlichkeitstheorie Und Stochastische Prozesse

Author : Michael Mürmann
ISBN : 9783642381607
Genre : Mathematics
File Size : 78. 60 MB
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Dieses Lehrbuch beschäftigt sich mit den zentralen Gebieten einer maßtheoretisch orientierten Wahrscheinlichkeitstheorie im Umfang einer zweisemestrigen Vorlesung. Nach den Grundlagen werden Grenzwertsätze und schwache Konvergenz behandelt. Es folgt die Darstellung und Betrachtung der stochastischen Abhängigkeit durch die bedingte Erwartung, die mit der Radon-Nikodym-Ableitung realisiert wird. Sie wird angewandt auf die Theorie der stochastischen Prozesse, die nach der allgemeinen Konstruktion aus der Untersuchung von Martingalen und Markov-Prozessen besteht. Neu in einem Lehrbuch über allgemeine Wahrscheinlichkeitstheorie ist eine Einführung in die stochastische Analysis von Semimartingalen auf der Grundlage einer geeigneten Stetigkeitsbedingung mit Anwendungen auf die Theorie der Finanzmärkte. Das Buch enthält zahlreiche Übungen, teilweise mit Lösungen. Neben der Theorie vertiefen Anmerkungen, besonders zu mathematischen Modellen für Phänomene der Realität, das Verständnis.​

Springer Handbook Of Engineering Statistics

Author : Hoang Pham
ISBN : 9781852338060
Genre : Business & Economics
File Size : 64. 33 MB
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In today’s global and highly competitive environment, continuous improvement in the processes and products of any field of engineering is essential for survival. This book gathers together the full range of statistical techniques required by engineers from all fields. It will assist them to gain sensible statistical feedback on how their processes or products are functioning and to give them realistic predictions of how these could be improved. The handbook will be essential reading for all engineers and engineering-connected managers who are serious about keeping their methods and products at the cutting edge of quality and competitiveness.

Produktionsplanung Und Steuerung

Author : Thorsten Claus
ISBN : 9783662435427
Genre : Business & Economics
File Size : 88. 69 MB
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Das vorliegende Buches stellt ausgewählte Planungsmodelle sowie Ansätze und Verfahren zur Lösung von Planungsproblemen der operativen Produktionsplanung und -steuerung vor und analysiert diese. Im Mittelpunkt der Diskussion stehen zwei wichtige, höchst praxisrelevante Aspekte, die in der aktuellen Forschung intensiv diskutiert werden: die Berücksichtigung der knappen Kapazitäten und der Umgang mit Unsicherheit. Die Autoren orientieren sich an der operativen Produktionsplanung und -steuerung als Rückgrat der Planung von Produktionsprozessen in kommerziell verfügbaren IT-Systemen. Umsetzungen dieser Ansätze in der industriellen Praxis werden exemplarisch erläutert. Dadurch wendet sich das Buch an Wissenschaftlicher, vor allem an Doktoranden, die sich über den aktuellen Stand der Forschung informieren wollen, ebenso wie an Anwender, die die Planung in ihren Unternehmen verbessern wollen.

Advances In Regression Survival Analysis Extreme Values Markov Processes And Other Statistical Applications

Author : João Lita da Silva
ISBN : 9783642349041
Genre : Mathematics
File Size : 69. 5 MB
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This volume of the Selected Papers from Portugal is a product of the Seventeenth Congress of the Portuguese Statistical Society, held at the beautiful resort seaside city of Sesimbra, Portugal, from September 30 to October 3, 2009. It covers a broad scope of theoretical, methodological as well as application-oriented articles in domains such as: Linear Models and Regression, Survival Analysis, Extreme Value Theory, Statistics of Diffusions, Markov Processes and other Statistical Applications.

Grafische Und Empirische Techniken Des Business Forecasting

Author : Wolfgang Götze
ISBN : 9783486719031
Genre : Business & Economics
File Size : 79. 93 MB
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Wer die richtigen Lehren aus der Vergangenheit gezogen hat, dem wird vor der Zukunft nicht bange sein. Dieser Erkenntnis folgt die in diesem Buch entwickelte vorhersageorientierte Modellierungstechnik. Zu Beginn werden wesentliche Aspekte der Vergangenheitsentwicklung mit Hilfe von Zeitreihenmodellen transparent gemacht, um damit anschließend Prognose-Experimente am aktuellen Rand der Zeitreihe durchzuführen. Ausgewählte wird am Ende ein adäquates Modell optimaler Kompliziertheit mit überlegenen Prognoseeigenschaften. Der Leser kann den mehrstufeigen Entstehungsprozess von Punkt- und Intervallprognosen schrittweise nachvollziehen und gegebenenfalls korrigierend eingreifen. Im praktisch wichtigen Bereich der Kurzfristprognosen wird großer Wert auf einfach strukturierte Modelle mit niedrigem Korrekturaufwand und hoher Flexibilität gelegt. Der Autor arbeitet seit mehr als 30 Jahren forschend und lehrend auf dem Gebiet der angewandten Zeitreihenanalyse und Prognoserechnung und hat an der Fachhochschule Stralsund verschiedene Studienprogramme zur Wirtschaftsinformatik entwickelt und betreut. Zusatzmaterial für Studierende bietet der Autor auf seiner Website http://goetze.fh-stralsund.de an.

Itsm For Windows

Author : Peter J. Brockwell
ISBN : 9781461226765
Genre : Computers
File Size : 79. 18 MB
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The analysis of time series data is an important aspect of data analysis across a wide range of disciplines, including statistics, mathematics, business, engineering, and the natural and social sciences. This package provides both an introduction to time series analysis and an easy-to-use version of a well-known time series computing package called Interactive Time Series Modelling. The programs in the package are intended as a supplement to the text Time Series: Theory and Methods, 2nd edition, also by Peter J. Brockwell and Richard A. Davis. Many researchers and professionals will appreciate this straightforward approach enabling them to run desk-top analyses of their time series data. Amongst the many facilities available are tools for: ARIMA modelling, smoothing, spectral estimation, multivariate autoregressive modelling, transfer-function modelling, forecasting, and long-memory modelling. This version is designed to run under Microsoft Windows 3.1 or later. It comes with two diskettes: one suitable for less powerful machines (IBM PC 286 or later with 540K available RAM and 1.1 MB of hard disk space) and one for more powerful machines (IBM PC 386 or later with 8MB of RAM and 2.6 MB of hard disk space available).

Demand Forecasting For Inventory Control

Author : Nick T. Thomopoulos
ISBN : 9783319119762
Genre : Business & Economics
File Size : 38. 3 MB
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This book describes the methods used to forecast the demands at inventory holding locations. The methods are proven, practical and doable for most applications, and pertain to demand patterns that are horizontal, trending, seasonal, promotion and multi-sku. The forecasting methods include regression, moving averages, discounting, smoothing, two-stage forecasts, dampening forecasts, advance demand forecasts, initial forecasts, all time forecasts, top-down, bottom-up, raw and integer forecasts, Also described are demand history, demand profile, forecast error, coefficient of variation, forecast sensitivity and filtering outliers. The book shows how the forecasts with the standard normal, partial normal and truncated normal distributions are used to generate the safety stock for the availability and the percent fill customer service methods. The material presents topics that people want and should know in the work place. The presentation is easy to read for students and practitioners; there is little need to delve into difficult mathematical relationships, and numerical examples are presented throughout to guide the reader on applications. Practitioners will be able to apply the methods learned to the systems in their locations, and the typical worker will want the book on their bookshelf for reference. The potential market is vast. It includes everyone in professional organizations like APICS, DSI and INFORMS; MBA graduates, people in industry, and students in management science, business and industrial engineering.

Time Series Analysis And Forecasting

Author : Ignacio Rojas
ISBN : 9783319287256
Genre : Business & Economics
File Size : 61. 30 MB
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This volume presents selected peer-reviewed contributions from The International Work-Conference on Time Series, ITISE 2015, held in Granada, Spain, July 1-3, 2015. It discusses topics in time series analysis and forecasting, advanced methods and online learning in time series, high-dimensional and complex/big data time series as well as forecasting in real problems. The International Work-Conferences on Time Series (ITISE) provide a forum for scientists, engineers, educators and students to discuss the latest ideas and implementations in the foundations, theory, models and applications in the field of time series analysis and forecasting. It focuses on interdisciplinary and multidisciplinary research encompassing the disciplines of computer science, mathematics, statistics and econometrics.

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