Gaussian Distrib: What is Standard Deviation of Mean?

AI Thread Summary
The discussion clarifies that "standard deviation of the mean value" refers to the average distance of data points from the mean in a normally distributed set. It emphasizes that approximately 68% of measurements fall within one standard deviation of the mean, represented visually on a bell curve. The term "measurements" is used to denote individual data points rather than a collection of data. This understanding is crucial for interpreting Gaussian distribution correctly. The conversation highlights the importance of grasping these concepts for accurate data analysis.
lover-of-light
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In my course textbook it is written that "approximately 68% of the measurements from a normally distributed set lie within +-1 standard deviation of the mean value".
What do they mean by standard deviation of the mean value? They give a definition for "the mean"(of a set of measurements(data)) right before talking about gaussian distribution.
Also when they say "68% of the measurements" do they use the word "measurement" as in the meaning of data(e.g. length of an object) or set of data(e.g. lenghts of objects)?
 
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You can think of the standard deviation as "the average distance from the average."
 
lover-of-light said:
In my course textbook it is written that "approximately 68% of the measurements from a normally distributed set lie within +-1 standard deviation of the mean value".
What do they mean by standard deviation of the mean value? They give a definition for "the mean"(of a set of measurements(data)) right before talking about gaussian distribution.
Here they are talking in terms of distance: roughly 68% of the measurements are within a distance of one standard deviation of the mean. If you think of a sketch of a bell curve, then when you locate
the two values \mu - \sigma and \mu + \sigma, you can say that roughly 68% of the values from that distribution is between those two values

Also when they say "68% of the measurements" do they use the word "measurement" as in the meaning of data(e.g. length of an object) or set of data(e.g. lenghts of objects)?

Answered in the first point of this reply.
 
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