Sunday, 4 January 2015

linear algebra - What does the vector space R^[0,1] mean?



While reading a book Linear Algebra Done Right, I came to knew that a vector space Rn represents a space with dimensions as (x1,x2,...,xn), but there were other vector spaces that I could not understand.




There was a statement as Ref: 1.35




The set of continuous real-valued functions on the interval [0,1] is a subspace of R[0,1]




What kind of space does R[0,1] represent? Is this a space that can continuously be from 0 dimension to 1 dimension?



Another statement, Ref: 1.35





The set of differentiable real-valued functions on R is a subspace of RR




What kind of space is RR?



Similarly, there were other subspaces as, R(0, 3) and R(4, 4)



Explain me how can I visualize such spaces. If you can explain with the proof too, that will be great.



Answer



When A and B are sets, AB represents a set. The elements of AB are functions from B to A.



A vector of R[0,1] is a function that maps [0,1] to the real numbers. For example, f:[0,1]Rf(x)=x2

is one such vector.



Addition and scalar multiplication in the vector space are defined as




  • If f,gR[0,1], then f+g is defined as (f+g)(x)=f(x)+g(x)

  • If fR[0,1] and λR then λf is defined as (λf)(x)=λf(x)




It's easy to see that the functions f+g and λf above are both also elements of R[0,1]


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