Unsure of how to compare non-paired values

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SUMMARY

The discussion focuses on comparing non-paired values derived from four arrays (A, B, C, D) after applying a natural logarithm transformation, resulting in new arrays (A', B', C', D'). The user successfully employs a Student's t-test for pairwise comparisons but seeks guidance on comparing the difference of means between two sets of transformed arrays (A' and B' vs. C' and D'). The user expresses uncertainty regarding the calculation of variance for these means and the appropriateness of using propagation of uncertainty to assess significance.

PREREQUISITES
  • Understanding of Student's t-test for statistical significance
  • Knowledge of natural logarithm transformations in data analysis
  • Familiarity with variance calculation methods
  • Concept of propagation of uncertainty in statistics
NEXT STEPS
  • Research how to calculate the variance of the difference of means
  • Learn about the use of bootstrapping for comparing means of non-paired samples
  • Explore the concept of confidence intervals for the difference of means
  • Investigate alternative statistical tests for non-paired data comparisons
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Statisticians, data analysts, and researchers involved in comparing non-paired datasets and seeking to understand advanced statistical methods for significance testing.

Richter915
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I am currently trying to show that two numbers are significantly different but I am unsure of how to do the statistics. I'll provide a brief description below.

I have 4 arrays: Array A Array B Array C and Array D
I can determine the difference between 2 arrays using a student's t-test
From each value within each array, I performed a simple mathematical calculation - let's just say I took the natural logarithm of each value.
I now have four new arrays which is from the calculations done on each value, Array A' Array B' Array C' and Array D'
Again, I can do a pairwise analysis of pairs of arrays using a student's t-test to determine significance.
What I want to do now is take the difference between two arrays (A' and B') and compare that to the difference between the other two arrays (C' and D'). Now, I can't simply take the difference in a pairwise manner (as in, value one of A' minus value one of B') so I have to take a difference of means.
So now I've generated the difference of these two means but I do not know how to do the variance of this value or to determine if these difference of means values are actually different from one another.

I've tried using propagation of uncertainty in order to determine uncertainty of these values but I am unsure if this is the best way. Either way, I am unsure if these values are significantly different.

Any help on this would be appreciated. Thanks.
 
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You haven't explained your problem clearly. I suggest you try again.

For example, you say you are trying to find if two numbers are significantly different, but you mention 4 arrays of numbers. Also, you say you transform the numbers in the arrays and get new arrays, but you say you "can't simply take the difference in a pairwise manner (as in, value one of A' minus value one of B' " and it isn't clear whether you mean that this operation is impossible or whether it is possible, but, for some reason, not meaningful.
 

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