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Section 4.1 Transforming Relationships AP Statistics
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More on Two-Variable Data Outliers are present Clustered data points AP Statistics, Section 4.1 2
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3 Looking at non-linear data Clustered points w/out outliers Linear? Transforming or reexpressing data x (explanatory), y(response) or both
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Transformations Change the scale of original data Linear Transformations(changing units) Temperature ( C to F) Miles to Kilometers Common transformations in Statistics Linear Cannot straighten a curved relationship between two variables Positive powers Negative powers (1/t= ) Logarithms 4
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Monotonic Functions Monotonic Functions (moves in one direction as its argument t increases. ) Linear Cannot straighten a curved relationship between two variables Positive powers Negative powers (1/t= ) Logarithms Monotonic increasing function If a>b, then f(a)>f(b) Increasing everywhere Monotonic decreasing function If a>b, then f(a)<f(b) Decreasing everywhere 5
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Monotonic Functions Monotonic Increasing Linear with positive slope Square Log t Monotonic Decreasing Linear with negative slope Reciprocal square root Reciprocal AP Statistics, Section 4.1 6
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Transforming the Data Using Log Transform both variables AP Statistics, Section 4.1 7
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Homework Exercise 4.1 and 4.2… AP Statistics, Section 4.1 8
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Linear Transformations What to do when you have non-linear data. Step 1: AP Statistics, Section 4.1 9
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