How many possibly unique entries are there in a symmetric tensor?

Click For Summary
SUMMARY

A symmetric tensor has exactly n(n+1)/2 unique entries due to the property Aij = Aji, which indicates that the entries are mirrored across the diagonal. This means that the unique entries consist of those on the main diagonal and those either above or below it. The calculation of unique entries follows the formula for the sum of the first n integers, confirming that the total is indeed n(n+1)/2.

PREREQUISITES
  • Understanding of symmetric tensors and their properties
  • Familiarity with matrix representation and notation
  • Knowledge of combinatorial mathematics, specifically summation formulas
  • Basic linear algebra concepts
NEXT STEPS
  • Study the properties of symmetric tensors in more detail
  • Explore combinatorial mathematics, focusing on summation techniques
  • Learn about matrix theory and its applications in various fields
  • Investigate the implications of symmetric tensors in machine learning and data analysis
USEFUL FOR

Mathematicians, data scientists, and students studying linear algebra or tensor analysis will benefit from this discussion, particularly those interested in the properties and applications of symmetric tensors.

ssh
Messages
17
Reaction score
0
Show that a symmetric tensor has n(n+1) \ 2 quantities.

In a symmetric tensor we have that Aij = Aji which means that
A12 = A21

A23 = A32 and so on. Thus these n quantites are similar. What do we do next?
 
Physics news on Phys.org
A symmetric tensor must, by definition, be square. Hence, you have a situation like the following:
$$
\begin{bmatrix}
a_{11} &a_{21} &\dots &a_{n1}\\
a_{21} &a_{22} &\dots &a_{n2}\\
\vdots &\vdots &\ddots &\vdots\\
a_{n1} &a_{n2} &\dots &a_{nn}.
\end{bmatrix}
$$
So the possibly unique entries are all the ones on the main diagonal plus all the ones either above the main diagonal, or all the ones below the main diagonal. So to find out how many there are, let's say you take all the entries on and below the main diagonal. How many in the first row? $1$. How many in the second? $2$. And so on. So the number of possibly unique entries is
$$1+2+\dots+n=\sum_{j=1}^{n}j=\frac{n(n+1)}{2},$$
by a well-known formula.
 

Similar threads

  • · Replies 22 ·
Replies
22
Views
4K
  • · Replies 1 ·
Replies
1
Views
5K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 12 ·
Replies
12
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 10 ·
Replies
10
Views
3K
  • · Replies 1 ·
Replies
1
Views
3K
Replies
8
Views
5K
  • · Replies 78 ·
3
Replies
78
Views
6K
  • · Replies 4 ·
Replies
4
Views
2K