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Anand Thakur, Lovely Professional University                                                                                                                         Unit 10: Time Series




                                   Unit 10: Time Series                                         Notes


            CONTENTS
            Objectives
            Introduction
            10.1 Time Series Analysis
            10.2 Components of a Time Series
                 10.2.1  Secular Trend

                 10.2.2  Periodic Variations
                 10.2.3  Random or Irregular Variations
            10.3 Time Series Forecasting Method
                 10.3.1  Method of Moving Average
                 10.3.2  Exponential Smoothing
            10.4 The Mean Absolute Deviation (MAD)
            10.5 Mean Squared Error (MSE)

            10.6 Seasonal Variations
                 10.6.1  Method of Simple Averages
                 10.6.2  Ratio to Trend Method
                 10.6.3  Ratio to Moving Average Method
                 10.6.4  Link Relatives Method
            10.7 Summary
            10.8 Keywords
            10.9 Review Questions

            10.10 Further Readings

          Objectives

          After studying this unit, you will be able to:
              Recognize the time series analysis
              Identify the components of time series

              Explain the time series forecasting method
              Discuss the seasonal variations
              Describe the various methods to measure seasonal variations

          Introduction

          The  future has always held a great  fascination for  mankind. Perhaps  this is  biologically
          determined. Man and the higher apes seem to have brains that are equipped to engage in actions
          for which a future reward is anticipated. In extreme situation reward is anticipated not in this
          life but in the next life.



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