Relationship between metric and inner product

Click For Summary
SUMMARY

In linear algebra, a metric is not a type of inner product. Inner products are defined as bilinear maps, whereas metrics do not have this requirement. An example of a metric is the function $d: V \times V \to \Bbb R$, where $d(v,w) = 1$ if $v \neq w$ and $d(v,v) = 0$. While an inner product can induce a metric through the formula $d(v,w) = \sqrt{\langle v-w,v-w\rangle}$, not all metrics can be derived from inner products, highlighting the distinct nature of these mathematical constructs.

PREREQUISITES
  • Understanding of linear algebra concepts
  • Familiarity with inner products and their properties
  • Knowledge of metric spaces and their definitions
  • Basic comprehension of bilinear maps
NEXT STEPS
  • Study the properties of inner products in vector spaces
  • Explore the definitions and examples of various metric spaces
  • Learn about the relationship between norms and inner products
  • Investigate bilinear maps and their applications in linear algebra
USEFUL FOR

Mathematicians, students of linear algebra, and anyone interested in the foundational concepts of metrics and inner products in mathematical analysis.

dingo
Messages
7
Reaction score
0
Hi, I have this question:

in the context of linear algebra, would it be correct to say that a metric is a kind of inner product?
 
Physics news on Phys.org
No.

Inner products are bilinear maps, and a metric need not be. For example, the function

$d: V \times V \to \Bbb R$ given by:

$d(v,w) = 1$ if $v \neq w$
$d(v,v) = 0$

is a metric, but it most assuredly is *not* an inner product.

However...*given* an inner product $\langle \cdot,\cdot\rangle$, we can define a metric on an inner product space by:

$d(v,w) = \sqrt{\langle v-w,v-w\rangle}$

Metrics are a sort of "relaxing" of the requirements of the norm induced by an inner product-we can put a metric on an inner product space, but we may not be able to put an inner product on a metric space (such a space may not even have a vector addition defined on it).
 

Similar threads

  • · Replies 8 ·
Replies
8
Views
2K
  • · Replies 8 ·
Replies
8
Views
3K
  • · Replies 8 ·
Replies
8
Views
2K
  • · Replies 1 ·
Replies
1
Views
3K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 15 ·
Replies
15
Views
11K
  • · Replies 3 ·
Replies
3
Views
3K
  • · Replies 9 ·
Replies
9
Views
2K
  • · Replies 10 ·
Replies
10
Views
3K