"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 entries with topic categories using raw markup",
          "parents": [
            "Entries with topic categories using raw markup",
            "Entry maintenance"
          ],
          "source": "w"
        },
        {
          "kind": "other",
          "name": "English phrasal verbs with particle (out)",
          "parents": [],
          "source": "w"
        },
        {
          "kind": "other",
          "name": "English terms with non-redundant non-automated sortkeys",
          "parents": [
            "Terms with non-redundant non-automated sortkeys",
            "Entry maintenance"
          ],
          "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": "quotation"
        },
        {
          "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": "quotation"
        }
      ],
      "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 entries with topic categories using raw markup",
        "English lemmas",
        "English multiword terms",
        "English phrasal verbs",
        "English phrasal verbs with particle (out)",
        "English terms with non-redundant non-automated sortkeys",
        "English terms with quotations",
        "English verbs",
        "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": "quotation"
        },
        {
          "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": "quotation"
        }
      ],
      "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"
}