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Linear combination
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=== Polynomials === Let ''K'' be '''R''', '''C''', or any field, and let ''V'' be the set ''P'' of all [[polynomial]]s with coefficients taken from the field ''K''. Consider the vectors (polynomials) ''p''<sub>1</sub> := 1, {{nowrap|1=''p''<sub>2</sub> := ''x'' + 1}}, and {{nowrap|1=''p''<sub>3</sub> := ''x''<sup>2</sup> + ''x'' + 1}}. Is the polynomial ''x''<sup>2</sup> β 1 a linear combination of ''p''<sub>1</sub>, ''p''<sub>2</sub>, and ''p''<sub>3</sub>? To find out, consider an arbitrary linear combination of these vectors and try to see when it equals the desired vector ''x''<sup>2</sup> β 1. Picking arbitrary coefficients ''a''<sub>1</sub>, ''a''<sub>2</sub>, and ''a''<sub>3</sub>, we want :<math> a_1 (1) + a_2 ( x + 1) + a_3 ( x^2 + x + 1) = x^2 - 1. </math> Multiplying the polynomials out, this means :<math> ( a_1 ) + ( a_2 x + a_2) + ( a_3 x^2 + a_3 x + a_3) = x^2 - 1 </math> and collecting like powers of ''x'', we get :<math> a_3 x^2 + ( a_2 + a_3 ) x + ( a_1 + a_2 + a_3 ) = 1 x^2 + 0 x + (-1). </math> Two polynomials are equal [[if and only if]] their corresponding coefficients are equal, so we can conclude :<math> a_3 = 1, \quad a_2 + a_3 = 0, \quad a_1 + a_2 + a_3 = -1. </math> This [[system of linear equations]] can easily be solved. First, the first equation simply says that ''a''<sub>3</sub> is 1. Knowing that, we can solve the second equation for ''a''<sub>2</sub>, which comes out to β1. Finally, the last equation tells us that ''a''<sub>1</sub> is also β1. Therefore, the only possible way to get a linear combination is with these coefficients. Indeed, :<math> x^2 - 1 = -1 - ( x + 1) + ( x^2 + x + 1) = - p_1 - p_2 + p_3 </math> so ''x''<sup>2</sup> β 1 ''is'' a linear combination of ''p''<sub>1</sub>, ''p''<sub>2</sub>, and ''p''<sub>3</sub>. On the other hand, what about the polynomial ''x''<sup>3</sup> β 1? If we try to make this vector a linear combination of ''p''<sub>1</sub>, ''p''<sub>2</sub>, and ''p''<sub>3</sub>, then following the same process as before, we get the equation :<math> \begin{align} & 0 x^3 + a_3 x^2 + ( a_2 + a_3 ) x + ( a_1 + a_2 + a_3 ) \\[5pt] = {} & 1 x^3 + 0 x^2 + 0 x + (-1). \end{align} </math> However, when we set corresponding coefficients equal in this case, the equation for ''x''<sup>3</sup> is :<math> 0 = 1 </math> which is always false. Therefore, there is no way for this to work, and ''x''<sup>3</sup> β 1 is ''not'' a linear combination of ''p''<sub>1</sub>, ''p''<sub>2</sub>, and ''p''<sub>3</sub>.
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