Dimension of a Set: Definition & Explanation

In summary, the dimension of a set refers to the number of coordinates needed to specify every element in the set. In a vector space, this is equivalent to the number of elements in any basis for that space. In the case of matrices, the dimension is determined by the structure imposed on them, such as viewing their entries as Euclidean coordinates. However, there are other notions of dimension beyond linear dimension, such as intrinsic dimension. In general, some structure is needed to define dimension.
  • #1
Gear300
1,213
9
I'm familiar with the notion of the dimension of a vector space. Sometime earlier though, I ran into something asking for the dimension of a set of matrices. In general context, what is meant by the dimension of a set?
 
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  • #2
I would think it's asking for the dimension of the space spanned by the set.
 
  • #3
Its the number of coordinates you need to specify every element of the set. In R^3 each element is given uniquely by 3 real numbers so the dimension of R^3 is 3. The dimension of a sphere is two because you need only two angles to describe a point on the sphere. The dimsensio of the set of 2x2 matrices is 4 because you need 4 (ordered) real numbers to describe each matrice. In general the dimension of the set of all nxn matrices is n^2.

The definition of demension for a vector is the number of elements in any basis for that space.
 
  • #4
Gear300 said:
I'm familiar with the notion of the dimension of a vector space. Sometime earlier though, I ran into something asking for the dimension of a set of matrices. In general context, what is meant by the dimension of a set?
NOTHING is meant by the dimension of a set! You must have a vector space to talk about dimension. And since you can add matrices and multiply matrices by numbers, the set of all m by n matrices is a vector space. But it makes no sense at all to talk about the "dimension" of an arbitrary set.
 
  • #5
My understanding is that the term "space" and "set" are the same and may be used interchangeably.

The definition of a dimension of a set is applicable only to a linear set/space.

As the matrices form a linear operator set/space, the definition of dimension applies as in Deluks917.
 
  • #6
Thanks for clarifying things...I was sort of confused when I started referring to the dimension of sets without structure.
 
  • #7
the concept of dimension is discussed for lay persons in an essay by poincare in his collection, science and hypothesis, i believe. some structure is needed to define dimension. so in the case of matrices it would presumably be the structure imposed by viewing their entries as euclidean coordinates. there are more notions of dimension than just linear dimension though. e.g. a circle spans the plane linearly but has intrinsic dimension one according to poincare's criterion that a circle can be separated by removing a finite set of points. some topology at least is needed to discuss "separation".
 

FAQ: Dimension of a Set: Definition & Explanation

What is the definition of a set's dimension?

The dimension of a set is a numerical value that represents the number of independent parameters needed to describe the set. It is a measure of the space occupied by the set.

How is the dimension of a set different from its cardinality?

The dimension of a set refers to the space the set occupies, while the cardinality refers to the number of elements in the set. In other words, the dimension is a measure of the size of the set in terms of space, while the cardinality is a measure of the size of the set in terms of elements.

What is the relationship between the dimension of a set and its subspaces?

The dimension of a set is equal to the maximum dimension of its subspaces. This means that the dimension of a set is determined by the highest number of independent parameters needed to describe any of its subspaces.

Can the dimension of a set be a non-integer value?

No, the dimension of a set can only be a positive integer. This is because the dimension represents the number of independent parameters needed to describe the set, and parameters cannot be fractional or negative.

How is the dimension of a set related to the concept of dimensionality?

The dimension of a set is a specific numerical value that represents its size in terms of space. On the other hand, dimensionality is a more general concept that refers to the number of dimensions or degrees of freedom in a given space. The dimension of a set is a measure of its dimensionality.

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