{
  "aliases": null,
  "backlinks": [
    {
      "field": "uses",
      "target": "0ERWG4NXQ9"
    },
    {
      "field": "uses",
      "target": "0WXBGBTA3D"
    },
    {
      "field": "uses",
      "target": "0Y85GYEGSF"
    }
  ],
  "body": "\n## Summary\n\nLet $V$ be an inner product space over $\\R$ or $\\C$, and let $v_1, \\dots, v_k \\in V$ be [[linearly independent|0CRMGPAH83]].\nThe *Gram–Schmidt process* defines vectors $u_1, \\dots, u_k$ by $u_1 = v_1$ and, for $2 \\le j \\le k$,\n$$u_j = v_j - \\sum_{i=1}^{j-1} \\frac{\\langle v_j, u_i \\rangle}{\\langle u_i, u_i \\rangle} u_i.$$\nThen the vectors $e_j = u_j / \\norm{u_j}$ form an [[orthonormal family|0RW9TNNT87]] with the same [[span|0DTY8B9HMS]] as $v_1, \\dots, v_j$ for each $j$.\n\n## Remarks\n\nEach step subtracts from $v_j$ its projections on the earlier vectors $u_i$.\nFor $v_1 = (1, 1)$ and $v_2 = (1, 0)$ in $\\R^2$, it gives $u_1 = (1, 1)$ and $u_2 = (1/2, -1/2)$.\nIn floating point arithmetic, the modified Gram–Schmidt process is more stable.\nIn matrix form, the process gives the [[QR decomposition|0ERWG4NXQ9]].\n\n## Explanations\n\n### L1 human\n\nThe Gram–Schmidt process turns any independent list of vectors into a list of perpendicular unit vectors.\nIt treats the vectors one at a time, and it removes from each one its components along the earlier ones.\nThen it scales each result to length one.\n",
  "commit": "6ac761d40018146541484a9e8b9eafd6ecc303dc",
  "front": {
    "kind": "concept",
    "msc": [
      "15A63",
      "65F25"
    ],
    "name": "Gram–Schmidt process",
    "same_as": {
      "wikidata": "Q475239",
      "wikipedia": "Gram–Schmidt process"
    },
    "sources": [
      {
        "locator": "Description",
        "url": "https://en.wikipedia.org/wiki/Gram–Schmidt_process"
      }
    ],
    "tag": "0VT6P0GNQR",
    "uses": [
      "09VYHEF2VT",
      "0EVHJFTG9Z",
      "0HR573CHNM"
    ]
  },
  "kind": "concept",
  "link": "https://math2.tamnd.com/node/0VT6P0GNQR/",
  "links": [
    {
      "field": "uses",
      "target": "09VYHEF2VT"
    },
    {
      "field": "uses",
      "target": "0EVHJFTG9Z"
    },
    {
      "field": "uses",
      "target": "0HR573CHNM"
    }
  ],
  "markdown": "https://math2.tamnd.com/node/0VT6P0GNQR.md",
  "msc": [
    "15A63",
    "65F25"
  ],
  "name": "Gram–Schmidt process",
  "prov": null,
  "role": "",
  "source": "https://github.com/tamnd/math2/blob/main/nodes/0VT/0VT6P0GNQR.md",
  "status": null,
  "tag": "0VT6P0GNQR",
  "uri": "m2://0VT6P0GNQR",
  "url": "https://math2.tamnd.com/wiki/gram-schmidt-process/",
  "writing": {
    "tag": "0VT6P0GNQR",
    "kind": "concept",
    "level": "W1",
    "next": [
      {
        "what": "edge defines in",
        "note": "at least one definition",
        "have": 0,
        "want": 1
      },
      {
        "what": "edge instance_of in",
        "note": "at least two examples",
        "have": 0,
        "want": 2
      },
      {
        "what": "edge not_instance_of in",
        "note": "at least one non-example",
        "have": 0,
        "want": 1
      },
      {
        "what": "edge specializes both",
        "note": "the more general notions and the special cases",
        "have": 0,
        "want": 1
      }
    ]
  }
}
