Determining whether these functions are norms

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In summary, to determine if a function is a norm, we need to check if it satisfies the four properties of a norm. For ||.||2/3, #1 and #2 are trivial, #3 can be proven using the definition of ||.||2/3 and #4 requires further analysis. For ||.||max and ||.||min, #1 and #2 are trivial, #3 can be proven by using the definition of max{} and min{}, and #4 requires further analysis.
  • #1
Ezequiel
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Homework Statement



Determine whether these functions are norms:

a. ||.||2/3: ℝn → ℝ
||(x1,...,xn)||2/3 = (Ʃ|xi|2/3)3/2.

b. If ||.|| is a norm and λ [itex]\in[/itex] ℝ\{0}
||x||λ = λ||x||.

c. If ||.||1 and ||.||2 are norms:
||x||max = max{||x||1,||x||2}.

d. If ||.||1 and ||.||2 are norms:
||x||min = min{||x||1,||x||2}.

Homework Equations



A norm on a vector space X is a real-valued function on X whose value at an x [itex]\in[/itex] X is denoted by ||x|| and which has the properties:

  1. ||x|| ≥ 0
  2. ||x|| = 0 ⇔ x = 0
  3. ||αx|| = |α| ||x||
  4. ||x + y|| ≤ ||x|| + ||y||
here x and y are arbitrary vectors in X and α is any scalar.

The Attempt at a Solution



What I would do is check if the functions have the four properties listed above.

I think that ||.||λ is not a norm because λ||x|| can be negative.

I know that ||.||2/3 has the first three properties, but I don't know how to check if it has the fourth one.

And as for ||.||max and ||.||min, I don't even know what max{} and min{} mean.

Any help would be appreciated! Thanks.
 
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  • #2
Ezequiel said:
What I would do is check if the functions have the four properties listed above.

Good.

I think that ||.||λ is not a norm because λ||x|| can be negative.

That's right. Is that the only thing that goes wrong? What if we stipulate that λ must be positive (instead of just nonzero)?

I know that ||.||2/3 has the first three properties, but I don't know how to check if it has the fourth one.

What are the easiest vectors to check? The second easiest?

And as for ||.||max and ||.||min, I don't even know what max{} and min{} mean.

If you had to guess, what would say that max{} and min{} meant? Seriously, take a guess. I can almost guarantee you that you'll be right (assuming you're a native speaker of English).
 
  • #3
gopher_p said:
That's right. Is that the only thing that goes wrong? What if we stipulate that λ must be positive (instead of just nonzero)?

#1 ||x||λ ≥ 0 ⇔ λ > 0 (λ [itex]\in[/itex] ℝ\{0})

#2 ||x||λ = 0 ⇔ x = 0 (since λ ≠ 0 and ||x||λ = λ||x||)

#3 ||αx||λ = λ ||αx|| = λ |α| ||x|| = |α| ||x||λ

#4 ||x+y||λ ≤ ||x||λ + ||y||λ

λ ||x+y|| ≤ λ (||x|| + ||y||)

and ||x+y|| ≤ (||x|| + ||y||) holds because ||.|| is a norm.

Thus, ||.||λ must be a norm for λ > 0. Am I right?
What are the easiest vectors to check? The second easiest?

I don't know. Can you tell me? :)

For ||.||2/3 #1 and #2 are trivial.

#3 ||αx||2/3 = (Ʃ|αxi|2/3)3/2 = (Ʃ|α|2/3|xi|2/3)3/2 = (|α|2/3 Ʃ |xi|2/3)3/2 = |α| (Ʃ |xi|2/3)3/2 = |α| ||x||2/3

I don't know how to check #4:

(Ʃ |xi+yi|2/3)3/2 ≤ (Ʃ |xi|2/3)3/2 + (Ʃ |yi|2/3)3/2
If you had to guess, what would say that max{} and min{} meant? Seriously, take a guess. I can almost guarantee you that you'll be right (assuming you're a native speaker of English).

Well, even though English is not my native language I'm quite sure max and min stand for maximum and minimum respectively. I'm just not very familiar with them as mathematical symbols. However, if they mean what I think they mean, I suppose that #1 and #2 are trivial for ||.||max and ||.||min.

I'm not sure about #3, but I think that

||αx||max = max{||αx||1,||αx||2} = max{|α| ||x||1,|α| ||x||2} = |α| max{||x||1,||x||2} = |α| ||x||max

and the same for ||.||min.

I don't know how to check #4 for these functions either :(
 

FAQ: Determining whether these functions are norms

What is a norm function?

A norm function is a mathematical function that assigns a non-negative value to a vector or a function, with the value representing the "size" or "length" of the vector or function. It is a way of measuring the magnitude of a mathematical object.

What are the properties of a norm function?

A norm function must satisfy three properties: positivity, homogeneity, and triangle inequality. Positivity means that the norm of any vector or function must be greater than or equal to zero. Homogeneity means that multiplying a vector or function by a constant will result in the norm being multiplied by the absolute value of that constant. Triangle inequality means that the norm of the sum of two vectors or functions must be less than or equal to the sum of their individual norms.

How do you determine if a function is a norm?

To determine if a function is a norm, you need to check if it satisfies the three properties mentioned above: positivity, homogeneity, and triangle inequality. If the function satisfies all three properties, then it is a norm function.

What are some common examples of norm functions?

The two most common examples of norm functions are the Euclidean norm and the maximum norm. The Euclidean norm is also known as the L2 norm and is defined as the square root of the sum of the squared elements of a vector. The maximum norm, also known as the L∞ norm, is defined as the maximum absolute value of the elements in a vector.

Why are norm functions important?

Norm functions are important because they allow us to measure the size or length of mathematical objects, such as vectors or functions. They are used in various fields of mathematics, including linear algebra, functional analysis, and optimization. Norm functions also have applications in physics, engineering, and computer science.

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