Define absolute error ,mean absolute error, relative error and mean percentage error.
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Answer:
Absolute Error
Measuring the maximum far off point of a measurement from the true value is called absolute measurement.
(Δx) = xi – x,
Relative Error
Relative measurement measures the difference between the absolute error and the size of the object being measured.
RA = AR/ known value
Mean Absolute Error
The average of all absolute errors is called mean absolute error .
Mean Absolute Percentage Error
The statistical measurement of the forecast system is called the mean percentage error.
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Error (statistical error) defines the variance between a value acquired from a data gathering process and the actual value for the populace
EXPLANATION:
- Absolute Error: The variance between the inferred or measured value of a quantity and its real value, is known as the absolute error. The absolute error of the difference or sum of a number of quantities is equal to or less than the sum of their absolute errors.
- Mean Absolute Error: It is a measure of variance between two continuous variables. The mean absolute error is an avg. of the absolute errors. The mean absolute error is a common measure of forecast error in time series analysis. It is one of the many ways of comparing forecasts with their final outcomes.
- Relative Error: It is a measure of the uncertainty of measurement compared to the size of the measurement. The relative error of the product or quotient of a number of quantities is equal to or less than the sum of their relative errors.
- Mean Percentage Error: It is the computed avg. of percentage errors wherein forecasts of a model vary from real values of the quantity being predicted .
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Define absolute error,mean absolute error , relative error and mean percentage error
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