{
  "aliases": null,
  "backlinks": null,
  "body": "\n## Definition\n\nLet $(X, \\mu)$ be a $\\sigma$-finite [[measure space|P15VQS5DJ9]], and let $L^2(X)$ be the [[$L^2$ space|SASP14MA1Z]] of $\\mu$.\nLet $K \\colon X \\times X \\to \\C$ be a measurable function with\n$$\\int_X \\int_X \\abs{K(x, y)}^2 \\, d\\mu(x) \\, d\\mu(y) \u003c \\infty.$$\nThe *Hilbert–Schmidt integral operator* with kernel $K$ is the operator $T_K \\colon L^2(X) \\to L^2(X)$ given by\n$$(T_K f)(x) = \\int_X K(x, y) \\, f(y) \\, d\\mu(y).$$\n\n## Remarks\n\nThe operator is well defined: for almost every $x$, $K(x, \\cdot) \\in L^2(X)$, and the Cauchy–Schwarz inequality gives $\\norm{T_K f} \\le \\norm{K}_{L^2(X \\times X)} \\norm{f}$.\nIts Hilbert–Schmidt norm $\\left(\\sum_n \\norm{T_K e_n}^2\\right)^{1/2}$, for any orthonormal basis $(e_n)$, equals $\\norm{K}_{L^2(X \\times X)}$.\n\nExample: on $X = [0, 1]$ with Lebesgue measure, $K(x, y) = \\min(x, y)$ satisfies $\\int_0^1 \\int_0^1 \\min(x, y)^2 \\, dx \\, dy = 1/6 \u003c \\infty$, so $T_K$ is a Hilbert–Schmidt integral operator.\n\nNon-example: on $[0, 1]$, $K(x, y) = \\abs{x - y}^{-1/2}$ fails the condition, since $\\int_0^1 \\int_0^1 \\abs{x - y}^{-1} \\, dx \\, dy = \\infty$.\nIts operator is still bounded and compact on $L^2[0, 1]$, but it is not a Hilbert–Schmidt operator.\n\nKernels with the condition above are the [[square-integrable kernels|WWMWX7AD4V]].\n",
  "commit": "ff8a40749dc16545e3d2fc637f6b0196e81d0bfa",
  "front": {
    "defines": "CB5G212Q03",
    "kind": "definition",
    "msc": [
      "47G10",
      "47B10",
      "45P05"
    ],
    "name": "Hilbert–Schmidt integral operator",
    "sources": [
      {
        "url": "https://en.wikipedia.org/wiki/Hilbert%E2%80%93Schmidt_integral_operator"
      }
    ],
    "tag": "ZMCBQ0M082",
    "uses": [
      "P15VQS5DJ9",
      "SASP14MA1Z",
      "WWMWX7AD4V"
    ]
  },
  "kind": "definition",
  "link": "https://tamnd.github.io/math2/node/ZMCBQ0M082/",
  "links": [
    {
      "field": "defines",
      "target": "CB5G212Q03"
    },
    {
      "field": "uses",
      "target": "P15VQS5DJ9"
    },
    {
      "field": "uses",
      "target": "SASP14MA1Z"
    },
    {
      "field": "uses",
      "target": "WWMWX7AD4V"
    }
  ],
  "markdown": "https://tamnd.github.io/math2/node/ZMCBQ0M082.md",
  "msc": [
    "47G10",
    "47B10",
    "45P05"
  ],
  "name": "Hilbert–Schmidt integral operator",
  "prov": null,
  "role": "",
  "source": "https://github.com/tamnd/math2/blob/main/nodes/ZMC/ZMCBQ0M082.md",
  "status": null,
  "tag": "ZMCBQ0M082",
  "uri": "m2://ZMCBQ0M082",
  "url": "https://tamnd.github.io/math2/wiki/hilbert-schmidt-integral-operator-definition/",
  "writing": {
    "tag": "ZMCBQ0M082",
    "kind": "definition",
    "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
      }
    ]
  }
}
