A coefficient is a numerical value that represents the strength and direction of the relationship between a predictor variable and the response variable in regression analysis. In polynomial regression, coefficients are crucial as they determine the shape of the polynomial curve, allowing for the modeling of non-linear relationships by adjusting how each term contributes to the prediction. Each coefficient corresponds to a specific power of the independent variable, influencing how changes in that variable affect the output.
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