{
  "aliases": null,
  "backlinks": [
    {
      "field": "defines",
      "target": "D4W7DBAT55"
    },
    {
      "field": "specializes",
      "target": "P9ZPH7EC8K"
    },
    {
      "field": "uses",
      "target": "Z11GGXV5KD"
    }
  ],
  "body": "\n## Summary\n\nA polyharmonic spline is a sum of translates of one [[radial basis function|ZBSXSTQM2J]] $\\varphi(\\norm{x})$ on $\\R^d$ plus a low degree polynomial.\nThe radial function is $r^{2m-d}$ or $r^{2m-d} \\log r$, a multiple of the [[fundamental solution|K2NK9A8M5F]] of the iterated [[Laplacian|0E0B6RA8K0]] $\\Delta^m$ in $\\R^d$.\nPolyharmonic splines solve scattered data interpolation with minimal \"energy\", and the [[thin plate spline|P9ZPH7EC8K]] is the best known case.\n\n## Explanations\n\n### L1 human\n\nData are often measured at scattered points in the plane or in space, not on a grid.\nA polyharmonic spline puts a radially symmetric bump at each data point, adds a simple polynomial, and tunes the sizes so that the sum passes through the data.\nIn one dimension with $m = 2$ the bump is $\\abs{x}^3$, and the result is a natural cubic spline.\nIn the plane with $m = 2$ the bump is $r^2 \\log r$, which gives the thin plate spline.\n",
  "commit": "ff8a40749dc16545e3d2fc637f6b0196e81d0bfa",
  "front": {
    "kind": "concept",
    "msc": [
      "41A15",
      "41A05",
      "41A63"
    ],
    "name": "Polyharmonic spline",
    "same_as": {
      "wikidata": "Q7226491",
      "wikipedia": "Polyharmonic spline"
    },
    "sources": [
      {
        "url": "https://en.wikipedia.org/wiki/Polyharmonic_spline"
      }
    ],
    "tag": "XJ0JGPBC8R"
  },
  "kind": "concept",
  "link": "https://tamnd.github.io/math2/node/XJ0JGPBC8R/",
  "links": null,
  "markdown": "https://tamnd.github.io/math2/node/XJ0JGPBC8R.md",
  "msc": [
    "41A15",
    "41A05",
    "41A63"
  ],
  "name": "Polyharmonic spline",
  "prov": null,
  "role": "",
  "source": "https://github.com/tamnd/math2/blob/main/nodes/XJ0/XJ0JGPBC8R.md",
  "status": null,
  "tag": "XJ0JGPBC8R",
  "uri": "m2://XJ0JGPBC8R",
  "url": "https://tamnd.github.io/math2/wiki/polyharmonic-spline/",
  "writing": {
    "tag": "XJ0JGPBC8R",
    "kind": "concept",
    "level": "W0",
    "next": [
      {
        "what": "an inventory row",
        "note": "the row of the inventory that the node accounts for",
        "have": 0,
        "want": 1
      },
      {
        "what": "a source with a locator",
        "have": 0,
        "want": 1
      }
    ]
  }
}
