Understanding Hilbert Vector Spaces

In summary, a Hilbert vector space is a type of vector space that is equipped with an inner product. This allows for the use of geometric and analytic tools, making it a generalization of Euclidean n-spaces. The key properties of a Hilbert vector space are that it is complete with respect to the norm induced by the inner product and it is either real or complex. This makes it a useful tool in functional analysis and other areas of mathematics.
  • #1
fog37
1,568
108
Hello,

I think I understand what a vector space is. It is inhabited by objects called vectors that satisfy a certain number of properties. The vectors can be functions whose integral is not infinite, converging sequences, etc.
The vector space can be finite dimensional or infinite dimensional and be equipped with an inner product (an operation between two vectors that results in a number). That said, what is special about a Hilbert vector space compared to a non Hilbert vector space? What extra important properties does a Hilbert vector space have?

Thank you!
 
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  • #2
Here's a short summary and answer to your question.
https://www.physicsforums.com/insights/hilbert-spaces-relatives/
At least it should allow you to be more precise on what you want to know, for otherwise a full answer to your question is a book on functional analysis.

The most important properties are, that it is either real or complex, so no other fields are considered, and that it has an inner product. It is far more a topological object than it is a linear one. The topology has many consequences. And norms are not always induced by an inner product.
 
  • #3
The main difference between a non-Hilbert space and a Hilbert space is that the latter is equipped with an inner product, while the former is not. An inner product is a very useful tool: it gives rise to notions like angles between vectors, distance (we can define a norm using an inner product, which gives rise to a metric), ... and we can start doing geometry in those spaces. Therefore, we can look at Hilbert spaces as a generalisation of Euclidean n-spaces. By definition, the space is complete with respect to the norm induced by the inner product, and hence we can do analysis on a complete space.
 
  • #4
fog37 said:
Hello,

I think I understand what a vector space is. It is inhabited by objects called vectors that satisfy a certain number of properties. The vectors can be functions whose integral is not infinite, converging sequences, etc.
The vector space can be finite dimensional or infinite dimensional and be equipped with an inner product (an operation between two vectors that results in a number). That said, what is special about a Hilbert vector space compared to a non Hilbert vector space? What extra important properties does a Hilbert vector space have?

Thank you!

http://mathworld.wolfram.com/HilbertSpace.html

Not that hard to find, really.

Also, to correct you on one point. The vectors, in a vector space, can be functions - full stop. The "finite integral" property is only relevant if you want to use the integral as your inner product.
 

1. What is a Hilbert vector space?

A Hilbert vector space is a mathematical concept that describes a set of vectors with certain properties. It is a generalization of the familiar Euclidean space and is used in various fields, such as physics, engineering, and mathematics, to study vector quantities and their properties.

2. What are the main properties of a Hilbert vector space?

Some of the main properties of a Hilbert vector space include being complete, having a defined inner product, and being a separable space. Completeness means that all Cauchy sequences (sequences of vectors that approach a limit) converge to a vector within the space. The inner product is a function that takes in two vectors and produces a scalar value, allowing for the definition of concepts such as length and angle in the space. Separability means that the space has a countable basis, making it easier to work with mathematically.

3. How is a Hilbert vector space different from other vector spaces?

A Hilbert vector space is different from other vector spaces in that it has the additional property of completeness, which is not present in all vector spaces. This property makes it possible to define important concepts such as convergence and limits within the space.

4. What are some applications of Hilbert vector spaces?

Hilbert vector spaces have numerous applications in physics, engineering, and mathematics. They are used to study and model physical systems, such as quantum mechanics and signal processing. They are also used in optimization problems and functional analysis, which have practical applications in fields like economics and computer science.

5. How can I better understand Hilbert vector spaces?

To better understand Hilbert vector spaces, it is important to have a strong foundation in linear algebra and functional analysis. It may also be helpful to work through examples and practice problems to gain a deeper understanding of the properties and applications of these spaces. Additionally, seeking out resources such as textbooks, online lectures, and discussions with other experts in the field can also aid in understanding this complex topic.

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