How to Prove the Linearity of the Trace Function in Matrix Algebra

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Homework Help Overview

The discussion revolves around proving the linearity of the trace function in matrix algebra, specifically focusing on the properties tr(a+b) = tr(a) + tr(b) and tr(ka) = k * tr(a).

Discussion Character

  • Conceptual clarification, Mathematical reasoning

Approaches and Questions Raised

  • Participants explore the definition of the trace function and its properties, with one participant attempting to express the trace of a sum of matrices and questioning the application of the associative property of addition. Another participant presents a more direct mathematical breakdown of the properties, while a third notes the need for a demonstration of linearity.

Discussion Status

The discussion includes attempts to derive the properties of the trace function, with some participants providing mathematical expressions to support their claims. There is an acknowledgment of the need for a demonstration, indicating a productive exploration of the topic without reaching a consensus.

Contextual Notes

Participants express uncertainty about the simplest approach to proving the properties and the necessity of a formal demonstration, highlighting the exploratory nature of the discussion.

Saladsamurai
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I am not sure if this the correct forum, but

Problem: if the tr(c) is defined as tr(c)=\sum^{n}_{i=1}c_{ii}

Than deduce that tr(a+b)= tr(a)+tr(b) and that tr(ka)=ktr(a).

Attempt at the solution: For tr(a+b)=tr(a)+tr(b) I have somerthing to the effect of ,

tr(a+b)=\sum^{n}_{i=1}a_{ii}+b_{ii}=a_{11}+a_{22}+...a_{nn}+b_{11}+b_{22}+...b_{nn}

I do not know if this is the simplest approach, but I know that now I have to employ the associative property of addition, but I am not so sure how to bring this in quantitatively..or that just it...am I done?

The tr(ka) should be easier after I get the first one.

Any thoughts?

Casey
 
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\displaystyle tr(a+b)=\sum_{i=1}^n(a_{ii}+b_{ii})=\sum_{i=1}^na_{ii}+\sum_{i=1}^nb_{ii}=tr(a)+tr(b)
\displaystyle tr(ka)=\sum_{i=1}^nka_{ii}=k\sum_{i=1}^na_{ii}=ktr(a)
 
The function is defined as a sum. Sums are linear. Therefore, the function is linear. QED.
 
Nesk said:
The function is defined as a sum. Sums are linear. Therefore, the function is linear. QED.

Yes, but the problem is, I suspect to demonstrate it in this case.
 

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