How fundamental are functions, really?

In summary, In Dirac notation, we take abstract elements of a Hilbert Space and project them into coordinates to get "wavefunctions." These wavefunctions are just abstract elements, that take uncountably many values when projected into coordinate space. From a mathematical perspective a vector would be some geometric object (an arrow in space with no coordinates) and you would not have any quantitative representation of it until you pick a basis and measure the components relative to that basis. For functions, its not exactly the same thing. In the example given f is the function. It is something which is somewhat abstract and you cannot directly give f but indirectly by saying what
  • #1
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I'm sorry if this is in the wrong place but I believe the answer is geometric in nature somehow.

So as a young physics student it is banged into your head that vectors/tensors are genuine geometric and algebraic "objects" and the coordinates by which you label them are metaphysical, so to speak, and not at all fundamental. The same object has many different labels depending on the basis.

So this got me thinking about functions. Dirac seems to want us to imagine functions (say over just the real numbers) as an uncountable set of coordinates, analogous to vectors, one for each element of R. So just like we can think geometrically/algebraically about vectors, is there a way of thinking about functions without projecting them into any coordinate space?

I suppose the thrust of my point is this: if it is non-sensical to say "(1,2,3) is a vector" then ought it be equally cavalier to say "f(x)=x^3" is a function?"
 
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  • #2
I don't quite see the connection with vectors and functions but here is some relevant comments which might help.

From a mathematical point of view [itex]v = (1, 2, 3)[/itex] is indeed a vector as an element of the vector space [itex]\mathbb{R}^3[/itex] over [itex]\mathbb{R}[/itex] with the usual operations. Furthermore [itex]v[/itex] is independent of coordinates. When you pick a basis, then you get a column matrix of [itex]v[/itex] in terms of the basis. Of course if you pick the standard basis then [itex]v[/itex] looks like the same thing but as a column matrix.

I guess from a physics perspective a vector would be some geometric object (an arrow in space with no coordinates) and you would not have any quantitative representation of it until you pick a basis and measure the components relative to that basis.

For functions, its not exactly the same thing. In the example given [itex]f[/itex] is the function. It is something which is somewhat abstract and you cannot directly give [itex]f[/itex] but indirectly by saying what its value is at each point in the domain. In your example, you have to define [itex]f[/itex] by saying the value is [itex]f(x) = x^3[/itex] for each [itex]x[/itex] in [itex]\mathbb{R}[/itex] (or whatever the domain is).
 
  • #3
Well I was motivated to think about this since in Dirac notation, we take abstract elements of a Hilbert Space and project them into coordinates to get "wavefunctions." Like the ket Y_lm projected into spherical coordinates on the 2-sphere. It seems to be that these wavefunctions are just abstract elements, that take uncountably many values when projected into coordinate space. This is the connection I had in mind.

I agree that (1,2,3) is a vector algebraically in the vector space R^3 over R but how does the coordinate independence that is so algebraic carry over when you try to imagine (1,2,3) geometrically in R^3?

As for the last part...so you are indeed saying that functions cannot be described without explicitly giving their values over the domain? If so, this is what I've been confused about! So given this, the spherical harmonics, are "functions" on the 2-sphere, but then what are they before the projection onto the sphere? Thanks PSarkar
 
  • #4
I guess the difference is that in math the coordinates (basis) we are picking are not some real physical thing whereas in physics, the coordinates are physical. So [itex](1, 2, 3)[/itex] is coordinate independent in math but in physics a vector is something attached to a physical space and so it depends on the physical coordinates. In other words, the coordinates (basis) in math are not exactly the same thing as coordinates in physics.

About functions ... I realized that defining functions by giving the value at each point is not the only way to define a function. For example you can also define a function as a solution to some differential equation (for some differential equation with a unique solution).

Unfortunately, I don't know about wavefunctions in quantum mechanics yet so may be someone else can give a better answer.
 
  • #5
Do you know anything about calculus or linear algebra?

We might say v=(1,2,3) is an element of R^3
Where do the one two and three come from?
We might pick three elements from the set and take inner products
1=v.i
2=v.j
3=v.k

All that is arbitrary. v in no way depends upon what three basis vectors we choose or how we define the inner product. Someone may say v=(37,potato,v). v has not changed, but it is represented in a different way.

It is the same for functions. The subject that mixes calculus and linear algebra is called functional analysis. There are some tricky things that come up there. We might say a function (R->R) belong to R^R. Often we need to restrict the functions we consider to avoid a number of problems. For example we might consider polynomials and one basis could be 1,x,x^2,x^3,...
then f=(0,0,0,1,0,0,0,...)
but we might just as well have a basis 1,1+x,1+3x+3x^2,1+6x+15x^2+15x^3,1+10x+45x^2+105x^3+105x^4+...
then f=(-1/3,3/5,-1/3,1/15,0,0,0,...
Just as for R^3 the basis is not important

hope that helps
 

FAQ: How fundamental are functions, really?

1. What are functions and why are they important?

Functions are mathematical relationships that describe the dependence of one variable on another. They are important because they allow us to model complex systems, make predictions, and solve problems in various fields such as physics, economics, and engineering.

2. How fundamental are functions in the natural world?

Functions are incredibly fundamental in the natural world. Many natural phenomena, such as the growth of populations and the motion of objects, can be described using mathematical functions. In fact, the laws of physics governing the behavior of the universe are often expressed in the form of mathematical equations.

3. Can functions be used to represent real-world situations?

Yes, functions can be used to represent real-world situations. For example, a function can be used to model the relationship between the distance an object travels and the time it takes to travel that distance. This can be applied to situations such as calculating the speed of a moving car or the trajectory of a projectile.

4. Are functions limited to math and science?

No, functions are not limited to math and science. They can also be used in other fields such as music, art, and language. In music, functions can describe the relationship between musical notes, while in art, functions can be used to create complex and beautiful patterns. In language, functions can be used to analyze and understand the structure of sentences.

5. How do functions relate to other mathematical concepts?

Functions are closely related to other mathematical concepts such as equations, graphs, and variables. Equations are expressions that use mathematical symbols to show the relationship between two or more variables, while graphs visually represent functions. Variables, on the other hand, are symbols that represent unknown quantities in a function. Together, these concepts help us understand and work with functions in a variety of ways.

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