Is the lower bound for this given quantity correct?

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In summary, the conversation discusses a quantity and its inequality and equality involving the minimum and maximum values. The inequality is proven to be true using a supremum argument. However, the equality is shown to be incorrect through counterexamples. The conversation also delves into the use of the inverse and the role of N in the expression.
  • #1
EngWiPy
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Hello,

I have this quantity:

[tex]\frac{1}{\sum_{m=1}^NX_m^{-1}}\geq\frac{1}{N\underset{m}{\text{max }}X_m^{-1}}=\frac{\underset{m}{\text{min}}X_m}{N}[/tex]

Is that true?
 
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  • #2
S_David said:
Hello,

I have this quantity:

[tex]\frac{1}{\sum_{m=1}^NX_m^{-1}}\geq\frac{1}{N\underset{m}{\text{max }}X_m^{-1}}=\frac{\underset{m}{\text{min}}X_m}{N}[/tex]

Is that true?

The inequality:

[tex]\frac{1}{\sum_{m=1}^NX_m^{-1}}\geq\frac{1}{N\underset{m}{\text{max }}X_m^{-1}}[/tex]

Is definitely true because a simple supremum argument (NxMax(X_m) >= Sum of all X_m's) which means the reciprocal will change it from >= to <=.

In terms of the equality, I don't think this is right. As a simple counterexample let the realization of four random variables be X = {1,2,3,8}. Min(X) = 1, Max(X) = 8. Min(X)/4 = 1/4 and 1/(4xMax(X)) = 1/32 which is clearly in violation of your expression.

However if the realization is {1,1,1,1} then you get Min(X) = 1, Max(X) = 4 which means Min(X)/N = 1/4 and 1/(4x1) = 1/4, but is a very unique case.

Did you mean to have some kind inequality for the rightmost term of your expression?
 
  • #3
chiro said:
The inequality:

[tex]\frac{1}{\sum_{m=1}^NX_m^{-1}}\geq\frac{1}{N\underset{m}{\text{max }}X_m^{-1}}[/tex]

Is definitely true because a simple supremum argument (NxMax(X_m) >= Sum of all X_m's) which means the reciprocal will change it from >= to <=.

In terms of the equality, I don't think this is right. As a simple counterexample let the realization of four random variables be X = {1,2,3,8}. Min(X) = 1, Max(X) = 8. Min(X)/4 = 1/4 and 1/(4xMax(X)) = 1/32 which is clearly in violation of your expression.

However if the realization is {1,1,1,1} then you get Min(X) = 1, Max(X) = 4 which means Min(X)/N = 1/4 and 1/(4x1) = 1/4, but is a very unique case.

Did you mean to have some kind inequality for the rightmost term of your expression?

In you calculation, you did not consider the inverse. Using your example: Xm={1,2,3,4}, then Xm^-1={1,1/2,1/3,1/4}. Than: min(X)/4=1/4, and 1/(4max(X^-1))=1/4. Right?
 
  • #4
S_David said:
In you calculation, you did not consider the inverse. Using your example: Xm={1,2,3,4}, then Xm^-1={1,1/2,1/3,1/4}. Than: min(X)/4=1/4, and 1/(4max(X^-1))=1/4. Right?

Well if you want to do it that way, then define a new variable Y = reciprocal of X realizations and apply the reasoning that I did above.

Also you made a mistake with your example since the minimum value in your set is 1/4 so dividing that by 4 gives you 1/16. Also the maximum value is 1 which means 1/(4 x max) = 1/4.

You need to be clear about what you are describing if this is not the case.
 
  • #5
chiro said:
Well if you want to do it that way, then define a new variable Y = reciprocal of X realizations and apply the reasoning that I did above.

Also you made a mistake with your example since the minimum value in your set is 1/4 so dividing that by 4 gives you 1/16. Also the maximum value is 1 which means 1/(4 x max) = 1/4.

You need to be clear about what you are describing if this is not the case.

From the reciprocal set, I choose the max not the min, so it is 1.
 
  • #6
S_David said:
From the reciprocal set, I choose the max not the min, so it is 1.

So does this mean your inequality is wrong above? If so can you please change it to what you are trying to describe (for example if the max should be min, then please change it).
 
  • #7
chiro said:
So does this mean your inequality is wrong above? If so can you please change it to what you are trying to describe (for example if the max should be min, then please change it).

No, it remains the same. Look at it again, please. I have max for the inverse and min for the original set, not both are max!
 
  • #8
It's nearly midnight here, I'll take a look tomorrow.
 
  • #9
OK I see what you are saying now (very subtle!).

Yeah I think you are right with the equality involving the min and max. The easiest way to prove this is to just use standard inequalities that if x >= y then 1/x <= 1/y and then from this show how this relates to the supremum and the infinimum (or whatever the minimum is) through the changes in the inequality. Also because you will be dealing with reciprocal the N needs to be shifted to make it a strict inequality.
 

FAQ: Is the lower bound for this given quantity correct?

What is a lower bound in scientific research?

A lower bound in scientific research refers to the minimum value or limit that a variable or phenomenon can reach. It is often used to establish a baseline for further studies or to compare against other data points.

How is a lower bound determined?

A lower bound is typically determined through experimentation and data analysis. Scientists may use statistical methods to calculate the minimum value based on the data collected, or they may establish a theoretical lower bound based on existing knowledge and theories.

Why is it important to consider lower bound in research?

Considering lower bound in research allows scientists to understand the limitations and constraints of their study. It also helps to provide context and a reference point for interpreting the results and drawing conclusions.

Can a lower bound be changed or updated?

Yes, a lower bound can be changed or updated as new data becomes available or as scientific understanding evolves. It is important for scientists to continually reassess and refine their lower bound to ensure the accuracy and relevance of their research.

How does a lower bound differ from an upper bound?

A lower bound is the minimum value, while an upper bound is the maximum value that a variable or phenomenon can reach. Together, they create a range within which the true value is likely to fall. Lower and upper bounds are often used together to provide a more comprehensive understanding of a research topic.

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