Calculating Overall Variance & Standard Deviation for 3 Sets of Data

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Discussion Overview

The discussion revolves around calculating the overall variance and standard deviation for three sets of resonance frequency data. Participants explore the mathematical relationships involved in combining variances and standard deviations, considering both independent and dependent cases.

Discussion Character

  • Technical explanation
  • Mathematical reasoning

Main Points Raised

  • Tom seeks assistance on how to calculate the overall variance from the variances of three sets of resonance frequencies.
  • One participant states that if the resonance frequencies are independent, the overall variance can be calculated by summing the individual variances.
  • The same participant notes that if the frequencies are not independent, the overall variance must also account for the covariances between the sets.
  • A later reply questions whether the last term in the covariance expression should be Cov(X_1,X_3) instead of Cov(X_1,X_2).
  • Another participant raises a question about the implications of having an infinite number of sets, suggesting that the overall variance and standard deviation would also be infinite.

Areas of Agreement / Disagreement

Participants present multiple viewpoints regarding the calculation of overall variance, particularly concerning the independence of the data sets and the treatment of covariances. The discussion remains unresolved regarding the implications of infinite sets.

Contextual Notes

The discussion does not clarify the assumptions regarding the independence of the data sets or the specific definitions of covariance used. There are also unresolved mathematical steps related to the treatment of infinite sets.

Excom
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Hi

If I have measured the resonance frequency of three sets of resonators and calculated the mean, variance and standard deviation for each set. How do I add the three variances and standard deviations to get an overall variance and standard deviation?

Well, I know that the standard deviation is the square root of the variance and therefore I only need to know how to calculate the overall variance.

I hope that someone can help me with my problem. Thanks in advance.

Best regards
Tom
 
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If your three resonance frequencies are independent, then

Var(X_1+X_2+X_3)=Var(X_1)+Var(X_2)+Var(X_3)

If not, then

Var(X_1+X_2+X_3)=Var(X_1)+Var(X_2)+Var(X_3)+2Cov(X_1,X_2)+2Cos(X_2,X_3)+2Cov(X_1,X_2)
 
micromass said:
If your three resonance frequencies are independent, then

Var(X_1+X_2+X_3)=Var(X_1)+Var(X_2)+Var(X_3)

If not, then

Var(X_1+X_2+X_3)=Var(X_1)+Var(X_2)+Var(X_3)+2Cov(X_1,X_2)+2Cos(X_2,X_3)+2Cov(X_1,X_2)

Is your last term meant to be Cov(X_1,X_3)?
 
Thanks

One clarifying question. If I have an infinite number of sets and I then add the variances for all the sets then the variance and hence the standard deviation will also be infinite?
 

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