Section 5.3 The Newton Form of the Interpolating Polynomial
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1 Section 5.3 The Newton Form of the Interpolating Polynomial Key terms Divided Difference basis Add-on feature Divided Difference Table
2 The Lagrange form is not very efficient if we have to evaluate the interpolating polynomial at a number of values and if we change the data we must effectively start over to get the interpolating polynomial for the new data set. Here we introduce another set of basis functions for polynomials that give us a more efficient form for a number of tasks.
3 Here we describe the 'divided difference basis', which is designed to have an addon feature. That is, if a new point is adjoined to the data set the new interpolation polynomial is obtained by adding a new term to the old interpolation polynomial. It also has the property that if the last point adjoined is deleted, a term can be deleted to obtain the interpolant for the smaller data set. These properties make the divided difference basis attractive for a variety of interpolation situations. {( ) 012 } S =, y i =,,,...,n The interpolating polynomial to a set i i of distinct points is constructed starting with a polynomial of degree zero that is just the y-coordinate of the first data point of S. Net we add a term so that we get a polynomial of degree one through the first two data. We continue in this fashion adjoining a point and adding on a term so that the interpolant goes through the previous points in addition to the adjoined new point. Conceptually this is an easy idea, the only computational epense is to get the coefficients of the terms that are added on. To get the coefficients it is helpful to use a device called a divided difference table, a portion is displayed net.
4 0 - th DD 1- st DD 2 - nd DD 3 - rd DD f ( ) 0 0 f [, ] = f ( 1) f ( 0 ) f ( ) f [,, ] = f [, ] = f ( 2 ) f ( 1) f ( ) f [,, ] = f ( ) 3 3 f [, ] = f ( 3) f ( 2 ) f [ 2, 1] f [ 1, 0 ] 2 0 f [ 3, 2 ] f [ 2, 1] 3 1 f [,,, ] = Carefully inspect the denominators. 3 0 f [ 3, 2, 1] f [ 2, 1, 0 ] 3 0
5 0 - th DD 1- st DD 2 - nd DD 3 - rd DD f ( ) 0 0 f [, ] = f ( 1) f ( 0 ) f ( ) f [,, ] = f [, ] = f ( 2 ) f ( 1) f ( ) f [,, ] = f ( ) 3 3 f [, ] = f ( 3) f ( 2 ) f [ 2, 1] f [ 1, 0 ] 2 0 f [ 3, 2 ] f [ 2, 1] 3 1 f [,,, ] = 3 0 The interpolating polynomial for the divided difference table above is P () = f[ ] + f[, ]( ) f [ 3, 2, 1] f [ 2, 1, 0 ] + f [,, ]( )( ) + f [,,, ]( )( )( ) Note that the coefficients for the divided difference basis are obtained from the top diagonal of the table. 3 0
6 0 - th DD 1- st DD 2 - nd DD 3 - rd DD f ( ) 0 0 f [, ] = f ( ) f ( ) f ( ) f [,, ] = f [, ] = f ( ) f ( ) f ( ) f [,, ] = f ( ) 3 3 f [, ] = f ( ) f ( ) f [, ] f [, ] 2 0 f [, ] f [, ] 3 1 f [,,, ] = 3 0 f [,, ] f [,, ] It is more difficult to show general epressions for items in the divided difference table than it is do actually compute them from numerical data. We illustrate this in the net eample.
7 Another view of the divided difference computation. The divided differences we want are along the left edge of the tree. 4 th order 3 rd order 1st order 2 nd order 0 th order; function values
8 /3 5/3
9
10 The net eample shows how to adjoin a point to the data set and use the add-on feature to get the new interpolant. 4-th DD = = = = If we want to adjoin point (6,2) to the data set, we etend the table as follows. Put 6 in the -column and 2 in the 0th DD column, then compute terms at the bottom of each of the 1st, 2nd, and 3rd DD columns. There will be a new column, label 4th DD for which we compute the coefficient of the new term that is to be adjoin to the cubic polynomial that interpolates the first four points.
11 The interpolant for the five points S = {(3,-2), (5,4), (1,0), (2,3), (6,2)} is } P 3 () Add-on term
12 The primary advantage of the Divided Difference basis over the standard basis is that the determination of the coefficients does not require the solution of a linear system. The Divided Difference basis has the add-on property which makes it easier to use than the Lagrange Basis. MATLAB Notes: Routine divdiff will compute a divided difference table. Use help divdiff for information on using this routine. Routine divpoly will determine an epression for a divided difference interpolation polynomial. Use help divpoly for information on using this routine. Routine pinterp compute an interpolation polynomial. It includes graphical options. Use help pinterp for information on using this routine.
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