Expressing one function as linear combination of others

In summary, to express one function as a linear combination of other functions, we need to find the coefficients a and b such that the function is equal to their linear combination. This can be done by thinking about the definition of linear combination and setting up equations using specific values of x.
  • #1
koolrizi
21
0
How would you express one function as Linear combination of other? For example the following sets
{1,x+2,3x-5}
{e^x,e^(2x),xe^x,(7x-2)e^x}

How would i go about solving this?
Should I start with equating one function to the other two in first example?
like x+2=1+(3x-5) ?

Thanks
 
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  • #2
koolrizi said:
How would you express one function as Linear combination of other? For example the following sets
{1,x+2,3x-5}
{e^x,e^(2x),xe^x,(7x-2)e^x}

How would i go about solving this?
Should I start with equating one function to the other two in first example?
like x+2=1+(3x-5) ?

Thanks
Well, since x+2= 1+(3x-5) is NOT true, that's pretty obviously NOT a good start!

What is a good start is thinking about the DEFINITION of "linear combination". (Thinking about definitions is, in general, a good way to start a problem!)

A "linear combination" of vectors (or functions) is a sum of multiples of them: av1+ bv2+ ...

Here, you are looking for a, b, such that 3x-5= a(1)+ b(x+2). Find a and b so that is true for all x. If x= 0, then -5= a+ 2b. If x= 1, then -2= a+ 3b. Solve those equations for a, b.

Similarly, you want to find numbers a, b, c so that
(7x-2)ex= aex+ be2x+ cxex
for all x. You might start by simplifying those by choosing specific values of x. Since they are to be true for all x, it doesn't really matter which you choose. You can choose 3 values of x so that you get 3 equations for a, b, c.
 
  • #3
Thanks HallsofIvy
 

What does it mean to express one function as a linear combination of others?

Expressing one function as a linear combination of others means finding a way to represent a complex function as a combination of simpler, linear functions. This allows for easier manipulation and analysis of the function.

Why is it useful to express a function as a linear combination of others?

Expressing a function as a linear combination of others can make it easier to solve equations involving that function, can reveal relationships between different functions, and can provide a more efficient way to represent and analyze the function.

What are the steps to expressing a function as a linear combination of others?

The first step is to identify the simpler, linear functions that will be used in the combination. Then, coefficients are chosen for each function to create a linear combination that represents the original function. Finally, the coefficients are solved for using algebraic techniques.

Can any function be expressed as a linear combination of others?

Not all functions can be expressed as a linear combination of others. Only functions that are linearly independent can be used in a linear combination. Functions that are not linearly independent will result in a system of equations with no unique solution.

How can expressing a function as a linear combination of others help with data analysis?

In data analysis, functions can represent relationships between different variables. By expressing a function as a linear combination of others, we can more easily interpret and understand the data, and make more accurate predictions and decisions based on that data.

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