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EXAMPLES OF LINEAR MAPPINGS, LINEAR TRANSFORMATIONS, LINEAR OPERATORS



The following are examples of linear mappings, linear transformations, or linear operators:


1. The mapping y = Ax where A is an mxn matrix, x is an n-vector and y is an m-vector. This represents a linear mapping from n-space into m-space.


2. The mapping y = Ax where A is an nxn matrix, x is an n-vector and y is an n-vector. This represent a linear mapping from n-space into n-space.


3. Let V be the vector space of all n-square matrices over the real field R and A be an n-square matrix over R.. Let v be any member of V. The transformation


                                    w = Av


where w ole.gif V, constitutes a linear transformation T: V ole1.gif V.


4. Let V be the vector space of all polynomials in the variable x over the real field R. Then the derivative defines a linear transformation D: V ole2.gif V where, for any polynomial f ole3.gif V, we let D(f) = df/dx. For example, D(4x2 + 3x + 5) = 8x + 3.


5. Let V be the vector space of all polynomials in the variable x over the real field R. Then the integral from, say, 0 to 1, defines a linear transformation T: V ole4.gif R where, for any polynomial

f ole5.gif V, we let


         ole6.gif   


For example,

.

      ole7.gif    


6. Let V be the vector space of all real-valued continuous functions defined on the interval [0,1]. Then for any f ole8.gif V the transformation


         ole9.gif


defines a linear transformation T : V ole10.gif V.


7. Let V be the vector space of all real-valued continuously differentiable functions defined on the interval [0,1] and W be the vector space of all real-valued continuous functions defined on the interval [0,1]. Then for any f ole11.gif V the transformation


          D(f) = f '(x)


defines a linear transformation D:V ole12.gif W.


8. The integral operator


             ole13.gif


which associates with function f a certain function g (where k(x, y) is a definite known function called the kernel).




References.

   Mathematics, Its Content, Methods and Meaning, III, p.255

   Lipschutz. Linear Algebra.

   Hoffman and Kunze. Linear Algebra.


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