Skip to main content

interpolation - Extracting the function from InterpolatingFunction object



I've used Interpolation[] to generate an InterpolatingFunction object from a list of integers.


f = Interpolation[{2, 5, 9, 15, 22, 33, 50, 70, 100, 145, 200, 280, 375, 495, 635, 800,
1000, 1300, 1600, 2000, 2450, 3050, 3750, 4600, 5650, 6950}]

I'm using that to generate values like f[27], f[28], ...


Is there any way to print or show the function used by Mathematica that produced the result of f[27]?



Answer



Here is the example from the documentation adapted for the OP's data:


data = MapIndexed[
Flatten[{#2, #1}] &,

{2, 5, 9, 15, 22, 33, 50, 70, 100, 145, 200, 280, 375, 495, 635, 800,
1000, 1300, 1600, 2000, 2450, 3050, 3750, 4600, 5650, 6950}];
f = Interpolation@data


(* InterpolatingFunction[{{1, 26}}, <>] *)

pwf = Piecewise[
Map[{InterpolatingPolynomial[#, x], x < #[[3, 1]]} &, Most[#]],
InterpolatingPolynomial[Last@#, x]] &@Partition[data, 4, 1];


Here is a comparison of the piecewise interpolating polynomials and the interpolating function:


Plot[f[x] - pwf, {x, 1, 28}, PlotRange -> All]

Mathematica graphics


The values of f[27] and f[28] are beyond the domain, which is 1 <= x <= 26, and extrapolation is used. The formula for extrapolation is given by the last InterpolatingPolynomial in pwf:


Last@pwf
(* 3750 + (850 + (100 + 25/3 (-25 + x)) (-24 + x)) (-23 + x) *)




In response to a comment: The error in the plot has to do with round-off error. Apparently the calculation done by InterpolatingFunction, while algebraically equivalent, is not numerically identical. The error was greatest above in the domain 26 < x < 28 where extrapolation is performed. With arbitrary precision, the error is zero, as shown below.


Plot[f[x] - pwf, {x, 1, 28}, PlotRange -> All, 
WorkingPrecision -> $MachinePrecision, Exclusions -> None, PlotStyle -> Red]

Mathematica graphics


Comments

Popular posts from this blog

plotting - How to draw lines between specified dots on ListPlot?

I would like to create a plot where I have unconnected dots and some connected. So far, I have figured out how to draw the dots. My code is the following: ListPlot[{{1, 1}, {2, 2}, {3, 3}, {4, 4}, {1, 4}, {2, 5}, {3, 6}, {4, 7}, {1, 7}, {2, 8}, {3, 9}, {4, 10}, {1, 10}, {2, 11}, {3, 12}, {4,13}, {2.5, 7}}, Ticks -> {{1, 2, 3, 4}, None}, AxesStyle -> Thin, TicksStyle -> Directive[Black, Bold, 12], Mesh -> Full] I have thought using ListLinePlot command, but I don't know how to specify to the command to draw only selected lines between the dots. Do have any suggestions/hints on how to do that? Thank you. Answer One possibility would be to use Epilog with Line : ListPlot[ {{1, 1}, {2, 2}, {3, 3}, {4, 4}, {1, 4}, {2, 5}, {3, 6}, {4, 7}, {1, 7}, {2, 8}, {3, 9}, {4, 10}, {1, 10}, {2, 11}, {3, 12}, {4, 13}, {2.5, 7}}, Ticks -> {{1, 2, 3, 4}, None}, AxesStyle -> Thin, TicksStyle -> Directive[Black, Bold, 12], Mesh -> Full, Epilog -> { Line[ ...

equation solving - Invert and fit implicitly defined curve

I need to fit an implicitly defined curve. I thought I could get some data out of Solve , and then using FindFit . Therefore, I would like to find the relation the parametric curve defined by $F(x,y)=0$: Solve[-(1/2) + 1/2 (0.41202 BesselK[0, 0.1 Sqrt[x^2 + y^2]] + (0.101483 x BesselK[1, 0.1 Sqrt[x^2 + y^2]])/Sqrt[x^2 + y^2]) == 0, y] But I can't get an output: Solve was unable to solve the system with inexact coefficients or the system obtained by direct rationalization of inexact numbers present in the system. Since many of the methods used by Solve require exact input, providing Solve with an exact version of the system may help. >> Edit: In particular, I would like to fit the data coming from the curve with the expression of another curve, and not with a function $f(x)$. In particular, since this clearly looks like a cardioid , I would like it to fit to something like it. What other strategies could I try?

dynamic - How can I make a clickable ArrayPlot that returns input?

I would like to create a dynamic ArrayPlot so that the rectangles, when clicked, provide the input. Can I use ArrayPlot for this? Or is there something else I should have to use? Answer ArrayPlot is much more than just a simple array like Grid : it represents a ranged 2D dataset, and its visualization can be finetuned by options like DataReversed and DataRange . These features make it quite complicated to reproduce the same layout and order with Grid . Here I offer AnnotatedArrayPlot which comes in handy when your dataset is more than just a flat 2D array. The dynamic interface allows highlighting individual cells and possibly interacting with them. AnnotatedArrayPlot works the same way as ArrayPlot and accepts the same options plus Enabled , HighlightCoordinates , HighlightStyle and HighlightElementFunction . data = {{Missing["HasSomeMoreData"], GrayLevel[ 1], {RGBColor[0, 1, 1], RGBColor[0, 0, 1], GrayLevel[1]}, RGBColor[0, 1, 0]}, {GrayLevel[0], GrayLevel...