Tensor: Definition, Examples & n,m Meaning

  • Context: Graduate 
  • Thread starter Thread starter subsonicman
  • Start date Start date
  • Tags Tags
    Definition Tensor
Click For Summary
SUMMARY

The discussion clarifies the definition of a tensor, emphasizing that it is a linear object that maps n vectors and m one-forms into real numbers, transforming in a coordinate-invariant manner. The notation (n,m) represents the number of vector products and one-form products involved in the mapping. The initial claim that a tensor is merely a relation between two vectors is deemed insufficient and misleading. This distinction is crucial for understanding the mathematical properties and applications of tensors.

PREREQUISITES
  • Understanding of linear algebra concepts, specifically vector spaces.
  • Familiarity with the notation and properties of one-forms.
  • Knowledge of coordinate transformations and their significance in mathematics.
  • Basic comprehension of mathematical mappings and functions.
NEXT STEPS
  • Study the properties of tensors in differential geometry.
  • Learn about the applications of tensors in physics, particularly in general relativity.
  • Explore the mathematical framework of multilinear algebra.
  • Investigate the role of tensors in machine learning, especially in deep learning frameworks.
USEFUL FOR

Mathematicians, physicists, and computer scientists interested in advanced mathematical concepts, particularly those working with tensors in theoretical physics or machine learning applications.

subsonicman
Messages
20
Reaction score
0
I was reading this page: http://en.wikipedia.org/wiki/Tensor
which said the definition of a tensor was a relation between two vectors. I then went down to the examples section and it had some sort of (n,m) notation. I had some theories on what they meant but none of them made sense. What do n and m represent?
 
Physics news on Phys.org
##n## is just the number of products of ##V^{*}## and ##m## is the number of products of ##V## which comprise the domain of the map; the codomain is just the reals.
 
subsonicman said:
which said the definition of a tensor was a relation between two vectors.

That is hardly true, a tensor is a linear object which maps n vectors and m one-forms into real numbers, and transforms in a coordinate invariant manner.
That is like saying multiplication is defined as a relation between two numbers.
 

Similar threads

  • · Replies 5 ·
Replies
5
Views
2K
  • · Replies 15 ·
Replies
15
Views
3K
  • · Replies 16 ·
Replies
16
Views
6K
  • · Replies 3 ·
Replies
3
Views
4K
  • · Replies 8 ·
Replies
8
Views
4K
  • · Replies 2 ·
Replies
2
Views
4K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 5 ·
Replies
5
Views
3K
  • · Replies 1 ·
Replies
1
Views
5K