{
  "aliases": null,
  "backlinks": [
    {
      "field": "uses",
      "target": "02JGYG0T7M"
    },
    {
      "field": "uses",
      "target": "0EPZC4Z1FC"
    },
    {
      "field": "uses",
      "target": "0FPWF7TTMB"
    },
    {
      "field": "uses",
      "target": "0NS0TDA4E2"
    },
    {
      "field": "uses",
      "target": "0T8BYAFEXX"
    }
  ],
  "body": "\n## Definition\n\nLet $X$ be a real random variable with law $\\mu_X$. Let $i$ be the imaginary unit in the [[complex numbers|09FTAET5Z4]].\nThe characteristic function of $X$ is the function $\\varphi_X \\colon \\mathbb{R} \\to \\mathbb{C}$ with\n$$\\varphi_X(t) = E\\left[e^{itX}\\right] = E[\\cos(tX)] + i \\, E[\\sin(tX)] = \\int_{\\mathbb{R}} e^{itx} \\, \\mu_X(dx).$$\n\n## Remarks\n\nThe expectation exists for all $t$, because $|e^{itX}| = 1$. The second form uses [[Euler's formula|04R3CY41VJ]].\nAlways $\\varphi_X(0) = 1$, $|\\varphi_X(t)| \\le 1$, and $\\varphi_X$ is uniformly continuous on $\\mathbb{R}$.\nFor $a, b \\in \\mathbb{R}$, $\\varphi_{aX + b}(t) = e^{itb} \\varphi_X(at)$.\nIf $E[|X|^k] \u003c \\infty$, then $\\varphi_X$ is $k$ times continuously differentiable and $\\varphi_X^{(k)}(0) = i^k E[X^k]$.\n\n## Explanations\n\n### L1 human\n\nThe characteristic function is like the moment-generating function, but with an imaginary argument.\nThis small change makes it finite for every distribution, so it is a tool that always works.\n",
  "commit": "6ac761d40018146541484a9e8b9eafd6ecc303dc",
  "front": {
    "defines": "0V5B6D6BQH",
    "kind": "definition",
    "msc": [
      "60E10"
    ],
    "name": "Characteristic function",
    "sources": [
      {
        "locator": "Definition",
        "url": "https://en.wikipedia.org/wiki/Characteristic_function_(probability_theory)"
      }
    ],
    "tag": "0MYDNRT7PP",
    "uses": [
      "0DCT0QZVQ1",
      "01ZWX875AT",
      "04R3CY41VJ",
      "09FTAET5Z4"
    ]
  },
  "kind": "definition",
  "link": "https://math2.tamnd.com/node/0MYDNRT7PP/",
  "links": [
    {
      "field": "defines",
      "target": "0V5B6D6BQH"
    },
    {
      "field": "uses",
      "target": "0DCT0QZVQ1"
    },
    {
      "field": "uses",
      "target": "01ZWX875AT"
    },
    {
      "field": "uses",
      "target": "04R3CY41VJ"
    },
    {
      "field": "uses",
      "target": "09FTAET5Z4"
    }
  ],
  "markdown": "https://math2.tamnd.com/node/0MYDNRT7PP.md",
  "msc": [
    "60E10"
  ],
  "name": "Characteristic function",
  "prov": null,
  "role": "",
  "source": "https://github.com/tamnd/math2/blob/main/nodes/0MY/0MYDNRT7PP.md",
  "status": null,
  "tag": "0MYDNRT7PP",
  "uri": "m2://0MYDNRT7PP",
  "url": "https://math2.tamnd.com/wiki/characteristic-function-definition/",
  "writing": {
    "tag": "0MYDNRT7PP",
    "kind": "definition",
    "level": "W1",
    "next": [
      {
        "what": "edge instance_of in",
        "note": "one example",
        "have": 0,
        "want": 1
      },
      {
        "what": "edge not_instance_of in",
        "note": "one non-example that fails one clause",
        "have": 0,
        "want": 1
      }
    ]
  }
}
