What is the intuition behind root mean square?

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SUMMARY

The root mean square (RMS) is fundamentally a measure of average distance in a multi-dimensional space, calculated using the formula \(\sqrt{x^2 + y^2 + z^2}\). This calculation represents the average distance of a point from the origin (0,0,0) in n-dimensional space. The RMS is distinct from other averages, such as the arithmetic mean of absolute values, which is calculated by \(\frac{|a_1| + |a_2| + \cdots + |a_n|}{n}\). Understanding RMS is crucial for interpreting how "large" values are in relation to their dimensions.

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Essentially the root mean square is a distance. If you were to calculate the distance the point (x, y, z) is from (0,0,0) you would calculate \sqrt{x^2+ y^2+ z^2}. The "root mean square" is really an "average distance", thinking of each value in the set as a "dimension".

Of course, that's not the only way to define an "average". Also used is to, not "inverse" every sign since that would mean changing positive to negative, take the arithmetic average of the absolute values:
\frac{|a_1|+ |a_2|+ \cdot\cdot\cdot+ |a_n|}{n}
 
Thanks but why the distance needs to divide by n(in this case n=3)?
ie
\frac{\sqrt{(x^2+ y^2+ z^2)}{n}

Seems like it is the average distance of each dimension in the n-dimension to the original point. Am I right?
If yes, may I know what is the significant value to define it as such?

>>not "inverse" every sign since that would mean changing positive to negative
Sorry typo, it should be taking absolute value as you mentioned:)
 
Last edited:
jack1234 said:
Thanks but why the distance needs to divide by n(in this case n=3)?
ie
\frac{\sqrt{(x^2+ y^2+ z^2)}}{n}

Seems like it is the average distance of each dimension in the n-dimension to the original point. Am I right?
If yes, may I know what is the significant value to define it as such?
When you measure an "average" of a number of things you are, basically, measuring 'how large' they are. A distance measure is a natural analogy to use.

>>not "inverse" every sign since that would mean changing positive to negative
Sorry typo, it should be taking absolute value as you mentioned:)
 
Question: A clock's minute hand has length 4 and its hour hand has length 3. What is the distance between the tips at the moment when it is increasing most rapidly?(Putnam Exam Question) Answer: Making assumption that both the hands moves at constant angular velocities, the answer is ## \sqrt{7} .## But don't you think this assumption is somewhat doubtful and wrong?

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