mathematica中的插值

Question

请考虑以下分布：

rs={{400, 0.00929}, {410, 0.0348}, {420, 0.0966}, {430, 0.2}, {440, 0.328}, {450, 0.455}, 
    {460, 0.567}, {470, 0.676}, {480, 0.793}, {490, 0.904}, {500, 0.982}, {510, 0.997}, 
    {520,0.935}, {530, 0.811}, {540, 0.65}, {550, 0.481}, {560, 0.329}, {570,0.208}, 
    {580, 0.121}, {590, 0.0655}, {600, 0.0332}, {610, 0.0159}, {620, 0.00737}, 
    {630, 0.00334}, {640, 0.0015}, {650,0.000677}, {660, 0.000313}, {670, 0.000148}, 
    {680, 0.0000715}, {690,0.0000353}, {700, 0.0000178}}

如何插入此分布以获取X轴上任何位置的点的值？

Answer 1

只需使用标准Interpolation功能：

rsInterpolation = Interpolation@rs;
Plot[rsInterpolation@x, {x, 400, 700}]

如果您想要适合特定类别的函数（例如正态分布），请使用FindFit。

Answer 2

如果您需要不错的衍生品，您可以执行以下操作：

interp = Interpolation[rs, InterpolationOrder -> 3, Method -> "Spline"]
Show[Plot[{interp[x], 10 interp'[x]}, {x, Min[First /@ rs], Max[First /@ rs]},
          PlotRange -> Full],
     ListPlot@rs]

使用“样条曲线”方法时，请查看导数行为的差异：

interp  = Interpolation[rs, InterpolationOrder -> 3, Method -> "Spline"]
interp1 = Interpolation[rs, InterpolationOrder -> 3]
Show[Plot[{interp1'[x], interp'[x] - .005}, 
          {x, Min[First /@ rs], Max[First /@ rs]}, PlotRange -> Full]]

Answer 3

如果是分发版，我认为您应该使用 SmoothKernelDistribution 。