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Encyclopedia > Absolute deviation

The absolute deviation of an element of a data set is the absolute difference between that element and a given point. Typically the point from which the deviation is measured is the value of either the median or the mean of the data set.


The average absolute deviation of a data set is the average of the absolute deviations and is a summary statistic of statistical dispersion or variability.


The average absolute deviation of a set {x0, x1, ..., xn−1} is:

 frac{ sum_{i=0}^{n-1} |x_i- hat{x}|}{n}

where  hat{x} is the selected value of central tendency of the set about which the average absolute deviation is being measured.


The median is the point which minimises the average absolute deviation of a data set. For example, for the set {1,2,2,4,6}, the median is 2 while the mean is 3. The average absolute deviation from the median is (1+0+0+2+4)/5=1.4 while the average absolute deviation from the mean (sometimes called the mean deviation) is (2+1+1+1+3)/5=1.6.


In general, the average absolute deviation from the mean is between one and two times the average absolute deviation from the median; it is also less than or equal to the standard deviation.






  Results from FactBites:
 
Defense Procurement and Acquisition Policy - Contract Pricing Reference Guide (6386 words)
The mean absolute deviation (MAD) is the average absolute difference between the observed values and the arithmetic mean (average) for all values in the data set.
Calculate the deviation between each observation and the mean of the data set; convert the deviation to its absolute value; and sum the absolute deviations.
The deviations for Department A are the same as we calculated in calculating the mean absolute deviation.
Fundamentals of Data Analysis (1978 words)
Absolute deviation and relative percentage deviation both measure the accuracy of a result but can only be used when the accepted value is known.
The absolute deviation is a measure of the accuracy, and not the error itself.
The relative percentage deviation is given by the absolute deviation divided by the accepted value and multiplied by 100%.
  More results at FactBites »

 

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