Transcription of Logistic and Linear Regression Assumptions: Violation ...
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Logistic and Linear Regression Assumptions: Violation ...
1 Paper 130-2018 Logistic and Linear Regression Assumptions: Violation Recognition and Control Deanna Schreiber-Gregory, Henry M Jackson Foundation ABSTRACT Regression analyses are one of the first steps (aside from data cleaning, preparation, and descriptive analyses) in any analytic plan, regardless of plan complexity. Therefore, it is worth acknowledging that the choice and implementation of the wrong type of Regression model, or the Violation of its assumptions, can have detrimental effects to the results and future directions of any analysis.
To begin, one of the main assumptions of logistic regression is the appropriate structure of the outcome variable. Binary logistic regression requires the dependent variable to be binary and ordinal logistic regression requires the dependent variable to be ordinal. ASSUMPTION OF OBSERVATION INDEPENDENCE
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