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Simple Linear Regression and Correlation: Analyses and Applications

      https://doi.org/10.1142/9789812816214_0014Cited by:0 (Source: Crossref)
      Abstract:

      The following sections are included:

      • INTRODUCTION

      • TESTS OF THE SIGNIFICANCE OF α AND β

        • Hypothesis Testing and Confidence Interval for β and α

        • Two-Tailed z Test Versus Two-Tailed t Test for β

        • Two-Tailed t Test for α

        • One-Tailed t Test for β

        • Confidence interval for β

        • The F Test Versus the t Test

        • Procedure for Using the F Test

        • The Relationship Between the F Test and the t Test

      • TEST OF THE SIGNIFICANCE OF ρ

        • t Test for Testing ρ = 0

        • z Test for Testing ρ = 0 or ρ = Constant

      • CONFIDENCE INTERVAL FOR THE MEAN RESPONSE AND PREDICTION INTERVAL FOR THE INDIVIDUAL RESPONSE

        • Point Estimates of the Mean Response and the Individual Response

        • Interval Estimates of forecasts

        • Calculating Standard Errors

        • Confidence Interval for the Mean Response and Prediction Interval for the Individual Response

        • Using MINITAB to Calculate Confidence Interval and Prediction Interval

      • BUSINESS APPLICATIONS

        • The Relationship Between Layoff Rate and the Unemployment Compensation Subsidy Rate

        • Market Model Estimation and Analysis

        • Relationship Between Audited and Book Inventory Value

        • Hamburger Sales: Predicting Profits5

        • The Impact of Cable TV Penetration on Network Share TV Revenues

      • USING COMPUTER PROGRAMS TO DO SIMPLE REGRESSION ANALYSIS

      • Summary

      • Apiendix 14A Impact of Measurement Error and Proxy Error on Slope Estimates

      • Appendix 14B The Relationship Between the F Test and the t Test

      • Appendix 14C Derivation of Variance for Alternative Forecasts

      • Questions and Problems