"marginalize out" meaning in English

{
  "forms": [
    {
      "form": "marginalizes out",
      "tags": [
        "present",
        "singular",
        "third-person"
      ]
    },
    {
      "form": "marginalizing out",
      "tags": [
        "participle",
        "present"
      ]
    },
    {
      "form": "marginalized out",
      "tags": [
        "participle",
        "past"
      ]
    },
    {
      "form": "marginalized out",
      "tags": [
        "past"
      ]
    }
  ],
  "head_templates": [
    {
      "args": {
        "1": "*"
      },
      "expansion": "marginalize out (third-person singular simple present marginalizes out, present participle marginalizing out, simple past and past participle marginalized out)",
      "name": "en-verb"
    }
  ],
  "lang": "English",
  "lang_code": "en",
  "pos": "verb",
  "senses": [
    {
      "categories": [
        {
          "kind": "other",
          "name": "English entries with incorrect language header",
          "parents": [
            "Entries with incorrect language header",
            "Entry maintenance"
          ],
          "source": "w"
        },
        {
          "kind": "other",
          "name": "English phrasal verbs formed with \"out\"",
          "parents": [],
          "source": "w"
        },
        {
          "kind": "other",
          "name": "Pages with 1 entry",
          "parents": [],
          "source": "w"
        },
        {
          "kind": "other",
          "name": "Pages with entries",
          "parents": [],
          "source": "w"
        },
        {
          "kind": "topical",
          "langcode": "en",
          "name": "Mathematics",
          "orig": "en:Mathematics",
          "parents": [
            "Formal sciences",
            "Sciences",
            "All topics",
            "Fundamental"
          ],
          "source": "w"
        },
        {
          "kind": "topical",
          "langcode": "en",
          "name": "Probability theory",
          "orig": "en:Probability theory",
          "parents": [
            "Mathematical analysis",
            "Mathematics",
            "Formal sciences",
            "Sciences",
            "All topics",
            "Fundamental"
          ],
          "source": "w"
        }
      ],
      "examples": [
        {
          "ref": "2016, Ian Goodfellow, Yoshua Bengio, Aaron Courville, chapter 5, in Deep Learning, page 98:",
          "text": "One way to efficiently define such a large set of functions is to learn a probability distribution over all the relevant variables, then solve the classification task by marginalizing out the missing variables.",
          "type": "quote"
        },
        {
          "ref": "2006, Cristopher M. Bishop, chapter 12, in Pattern Recognition and Machine Learning, page 581:",
          "text": "To do this, we need to marginalize out the model parameters #x5C;mu, W, and #x5C;sigma² with respect to appropriate prior distributions.",
          "type": "quote"
        }
      ],
      "glosses": [
        "The act of discarding a subset of random variables from a probability distribution to find the marginal distribution."
      ],
      "id": "en-marginalize_out-en-verb-t6wOyGRx",
      "links": [
        [
          "mathematics",
          "mathematics"
        ],
        [
          "random variable",
          "random variable"
        ],
        [
          "probability distribution",
          "probability distribution"
        ],
        [
          "marginal distribution",
          "marginal distribution"
        ]
      ],
      "raw_glosses": [
        "(mathematics) The act of discarding a subset of random variables from a probability distribution to find the marginal distribution."
      ],
      "topics": [
        "mathematics",
        "sciences"
      ]
    }
  ],
  "word": "marginalize out"
}

{
  "forms": [
    {
      "form": "marginalizes out",
      "tags": [
        "present",
        "singular",
        "third-person"
      ]
    },
    {
      "form": "marginalizing out",
      "tags": [
        "participle",
        "present"
      ]
    },
    {
      "form": "marginalized out",
      "tags": [
        "participle",
        "past"
      ]
    },
    {
      "form": "marginalized out",
      "tags": [
        "past"
      ]
    }
  ],
  "head_templates": [
    {
      "args": {
        "1": "*"
      },
      "expansion": "marginalize out (third-person singular simple present marginalizes out, present participle marginalizing out, simple past and past participle marginalized out)",
      "name": "en-verb"
    }
  ],
  "lang": "English",
  "lang_code": "en",
  "pos": "verb",
  "senses": [
    {
      "categories": [
        "English entries with incorrect language header",
        "English lemmas",
        "English multiword terms",
        "English phrasal verbs",
        "English phrasal verbs formed with \"out\"",
        "English terms with quotations",
        "English verbs",
        "Pages with 1 entry",
        "Pages with entries",
        "en:Mathematics",
        "en:Probability theory"
      ],
      "examples": [
        {
          "ref": "2016, Ian Goodfellow, Yoshua Bengio, Aaron Courville, chapter 5, in Deep Learning, page 98:",
          "text": "One way to efficiently define such a large set of functions is to learn a probability distribution over all the relevant variables, then solve the classification task by marginalizing out the missing variables.",
          "type": "quote"
        },
        {
          "ref": "2006, Cristopher M. Bishop, chapter 12, in Pattern Recognition and Machine Learning, page 581:",
          "text": "To do this, we need to marginalize out the model parameters #x5C;mu, W, and #x5C;sigma² with respect to appropriate prior distributions.",
          "type": "quote"
        }
      ],
      "glosses": [
        "The act of discarding a subset of random variables from a probability distribution to find the marginal distribution."
      ],
      "links": [
        [
          "mathematics",
          "mathematics"
        ],
        [
          "random variable",
          "random variable"
        ],
        [
          "probability distribution",
          "probability distribution"
        ],
        [
          "marginal distribution",
          "marginal distribution"
        ]
      ],
      "raw_glosses": [
        "(mathematics) The act of discarding a subset of random variables from a probability distribution to find the marginal distribution."
      ],
      "topics": [
        "mathematics",
        "sciences"
      ]
    }
  ],
  "word": "marginalize out"
}