Introduction To Time Series Analysis And Forecasting,Used

Introduction To Time Series Analysis And Forecasting,Used

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An Accessible Introduction To The Most Current Thinking In And Practicality Of Forecasting Techniques In The Context Of Timeoriented Data.Analyzing Timeoriented Data And Forecasting Are Among The Most Important Problems That Analysts Face Across Many Fields, Ranging From Finance And Economics To Production Operations And The Natural Sciences. As A Result, There Is A Widespread Need For Large Groups Of People In A Variety Of Fields To Understand The Basic Concepts Of Time Series Analysis And Forecasting. Introduction To Time Series Analysis And Forecasting Presents The Time Series Analysis Branch Of Applied Statistics As The Underlying Methodology For Developing Practical Forecasts, And It Also Bridges The Gap Between Theory And Practice By Equipping Readers With The Tools Needed To Analyze Timeoriented Data And Construct Useful, Short To Mediumterm, Statistically Based Forecasts.Seven Easytofollow Chapters Provide Intuitive Explanations And Indepth Coverage Of Key Forecasting Topics, Including:Regressionbased Methods, Heuristic Smoothing Methods, And General Time Series Modelsbasic Statistical Tools Used In Analyzing Time Series Datametrics For Evaluating Forecast Errors And Methods For Evaluating And Tracking Forecasting Performance Over Timecrosssection And Time Series Regression Data, Least Squares And Maximum Likelihood Model Fitting, Model Adequacy Checking, Prediction Intervals, And Weighted And Generalized Least Squaresexponential Smoothing Techniques For Time Series With Polynomial Components And Seasonal Dataforecasting And Prediction Interval Construction With A Discussion On Transfer Function Models As Well As Intervention Modeling And Analysismultivariate Time Series Problems, Arch And Garch Models, And Combinations Of Forecaststhe Arima Model Approach With A Discussion On How To Identify And Fit These Models For Nonseasonal And Seasonal Time Seriesthe Intricate Role Of Computer Software In Successful Time Series Analysis Is Acknowledged With The Use Of Minitab, Jmp, And Sas Software Applications, Which Illustrate How The Methods Are Implemented In Practice. An Extensive Ftp Site Is Available For Readers To Obtain Data Sets, Microsoft Office Powerpoint Slides, And Selected Answers To Problems In The Book. Requiring Only A Basic Working Knowledge Of Statistics And Complete With Exercises At The End Of Each Chapter As Well As Examples From A Wide Array Of Fields, Introduction To Time Series Analysis And Forecasting Is An Ideal Text For Forecasting And Time Series Courses At The Advanced Undergraduate And Beginning Graduate Levels. The Book Also Serves As An Indispensable Reference For Practitioners In Business, Economics, Engineering, Statistics, Mathematics, And The Social, Environmental, And Life Sciences.

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Frequently Asked Questions

  • Q: What is the main focus of 'Introduction to Time Series Analysis and Forecasting'? A: The book focuses on the methodology of time series analysis and forecasting techniques applicable to various fields, emphasizing practical applications and statistical tools.
  • Q: Who is the author of this book? A: The author of 'Introduction to Time Series Analysis and Forecasting' is Douglas C. Montgomery.
  • Q: What topics are covered in the book? A: The book covers regression-based methods, heuristic smoothing methods, time series models, evaluation metrics for forecasting errors, and multivariate time series problems, among others.
  • Q: Is this book suitable for beginners? A: Yes, it requires only a basic working knowledge of statistics and includes exercises at the end of each chapter to reinforce learning.
  • Q: What is the publication date of this book? A: The book was published on March 28, 2008.
  • Q: How many pages does the book contain? A: The book contains 472 pages.
  • Q: What is the binding type of 'Introduction to Time Series Analysis and Forecasting'? A: The book is available in hardcover binding.
  • Q: Does the book include practical examples? A: Yes, it includes examples from various fields to illustrate the application of forecasting techniques.
  • Q: Are there any resources available for further learning? A: Yes, an extensive FTP site is provided for readers to access data sets, presentation slides, and selected answers to problems.
  • Q: What kind of statistical software is discussed in the book? A: The book discusses the use of statistical software such as Minitab, JMP, and SAS for time series analysis.