Understanding mean medianmode meaning requires examining multiple perspectives and considerations. Which "mean" to use and when? So we have arithmetic mean (AM), geometric mean (GM) and harmonic mean (HM). Their mathematical formulation is also well known along with their associated stereotypical examples (e.g., Harmonic mea...
What is implied by standard deviation being much larger than the mean?. Additionally, what does it imply for standard deviation being more than twice the mean? From another angle, our data is timing data from event durations and so strictly positive.
(Sometimes very small negatives show up due to clock Why is Standard Deviation preferred over Absolute Deviations from the Mean?. The mean is the number that minimizes the sum of squared deviations.

Absolute mean deviation achieves point (1), and absolute median deviation achieves both points (1) and (3). mean - "Averaging" variances - Cross Validated. I need to obtain some sort of "average" among a list of variances, but have trouble coming up with a reasonable solution.
Additionally, there is an interesting discussion about the differences among the three What is the significance of 1 SD? What do you mean by "the derivative at 1 SD is +- 1"? If you mean of a density plot, then what distribution?

Different distributions will have different derivatives at 1 SD from the mean. Mean absolute deviation vs. standard deviation - Cross Validated.
Each of the three parameters - Mean (M), Mean Absolute Deviation (MAD) and Standard Deviation (σ), calculated for a set, provide some unique information about the set which the other two parameters don't. σ loosely includes the information provided by MAD, but it isn't vice versa. Should I use 'median' instead of 'mean' for nonparametric distributions?. The mean has a proper interpretation outside normal distributions, and it can have problems, such as its vulnerability to outliers (which in some applications is more of a problem than in others).

One cannot generally say that the mean should or should not be used if we don't have a normal distribution. Furthermore, it depends on what you are interested in. Can mean plus one standard deviation exceed maximum value?. I have mean 74.10 and standard deviation 33.44 for a sample that has minimum 0 and maximum 94.33. My professor asks me how can mean plus one standard deviation exceed the maximum. Additionally, will the mean of a set of means always be the same as the mean obtained ....
The above calculations also demonstrate that there is no general order between the mean of the means and the overall mean.


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