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Time Series Methods Base Forecasts Only on Past Values of the Variables

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Time series methods base forecasts only on past values of the variables.


Definitions:

Least Squares Method

The least squares method is a statistical technique used to determine the best-fit line for a set of data, by minimizing the sum of the squares of the differences between observed and estimated values.

Best Fit

A method or line that best approximates the relationship between variables in a set of data.

Minimizes

The process of finding the lowest value of a function, often relevant in optimization problems.

Residuals

The differences between observed and predicted values in a statistical model or analysis.

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