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 CHAPTER 11  REGRESSION ANAL YSIS: SOME ADDIT ION AL TECHNIQUES CHAPTER OVERVIEW This chapter provides an introduction to some additional tools and concepts tha t are use ful in regres sion ana lysis. Thepresentatio n inc ludesexpansion s of the basic ideas and techniques of regression analysis that we re introduced in Chapters 9 and 10. TOPICS 11.1  INTRODUCTION 11.2  QUALITATIVE INDEPENDENT VARIABLES 11.3  VARIABLE SELECTION PROCEDURES 11.4  LOGISTIC REGRESSION 11.5  SUMMARY LEARNING OUTCOMES After studying this chapter, the student will 1. under stand how to include quali tativ e variables in a regression analysis. 2. unders tand how to use automate d variable sel ect ion procedur es to develo p regression models. 3. be able to perform logis tic regres sion for dichot omous and poly tomous dep en- dent variables. 539

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  • CHAPTER11REGRESSION ANALYSIS:SOME ADDITIONAL TECHNIQUES

    CHAPTER OVERVIEW

    This chapter provides an introduction to some additional tools and conceptsthat areuseful in regressionanalysis. Thepresentation includes expansions ofthe basic ideas and techniques of regression analysis that were introduced inChapters 9 and 10.

    TOPICS

    11.1 INTRODUCTION

    11.2 QUALITATIVE INDEPENDENT VARIABLES

    11.3 VARIABLE SELECTION PROCEDURES

    11.4 LOGISTIC REGRESSION

    11.5 SUMMARY

    LEARNING OUTCOMES

    After studying this chapter, the student will

    1. understand how to include qualitative variables in a regression analysis.

    2. understand how to use automated variable selection procedures to developregression models.

    3. be able to perform logistic regression for dichotomous and polytomous depen-dent variables.

    539