The Log Transformation (VCE SSCE General Mathematics): Flashcards

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The Log Transformation
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What log transformation does to curved patterns

Straightens them to allow linear regression

How log transformation works

Compresses scale at one end of axis

logx\log x notation meaning

log10x\log_{10} x (base 10 logarithm)

Which variable for logx\log x transformation

Explanatory variable (x-values)

Which variable for logy\log y transformation

Response variable (y-values)

When to use logx\log x transformation

When x spans large range, rapid increase then levels off

When to use logy\log y transformation

When y shows exponential growth

Critical step after logy\log y transformation

Convert back: y=10predicted valuey = 10^{\text{predicted value}}

Effect of logx\log x transformation

Compresses higher x relative to lower x values

Examples for logy\log y transformation use

Disease spread, population growth, compound interest

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