Gaussian Distrib: What is Standard Deviation of Mean?

Click For Summary
SUMMARY

The discussion centers on the concept of standard deviation in the context of Gaussian distribution, specifically addressing the statement that "approximately 68% of the measurements from a normally distributed set lie within ±1 standard deviation of the mean value." Participants clarify that standard deviation refers to the average distance of data points from the mean and that "measurements" pertains to individual data points rather than sets of data. The bell curve representation is emphasized, illustrating the range of values within one standard deviation from the mean.

PREREQUISITES
  • Understanding of Gaussian distribution and its properties
  • Knowledge of statistical terms such as mean and standard deviation
  • Familiarity with data measurement concepts
  • Basic grasp of probability theory
NEXT STEPS
  • Study the implications of standard deviation in statistical analysis
  • Explore the properties of normal distribution in depth
  • Learn about the Central Limit Theorem and its relevance to Gaussian distribution
  • Investigate practical applications of standard deviation in data science
USEFUL FOR

Students, educators, statisticians, and data analysts seeking to deepen their understanding of Gaussian distribution and standard deviation in statistical contexts.

lover-of-light
Messages
1
Reaction score
0
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)?
 
Physics news on Phys.org
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.
 

Similar threads

  • · Replies 3 ·
Replies
3
Views
3K
  • · Replies 42 ·
2
Replies
42
Views
5K
  • · Replies 4 ·
Replies
4
Views
3K
  • · Replies 2 ·
Replies
2
Views
1K
  • · Replies 2 ·
Replies
2
Views
1K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 2 ·
Replies
2
Views
1K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 3 ·
Replies
3
Views
2K