"regularization" meaning in English

{
  "derived": [
    {
      "_dis1": "0 0",
      "word": "Hadamard regularization"
    },
    {
      "_dis1": "0 0",
      "word": "Tikhonov regularization"
    }
  ],
  "etymology_templates": [
    {
      "args": {
        "1": "en",
        "2": "regular",
        "3": "ization"
      },
      "expansion": "regular + -ization",
      "name": "suffix"
    }
  ],
  "etymology_text": "regular + -ization",
  "forms": [
    {
      "form": "regularizations",
      "tags": [
        "plural"
      ]
    }
  ],
  "head_templates": [
    {
      "args": {
        "1": "~"
      },
      "expansion": "regularization (countable and uncountable, plural regularizations)",
      "name": "en-noun"
    }
  ],
  "lang": "English",
  "lang_code": "en",
  "pos": "noun",
  "senses": [
    {
      "categories": [],
      "examples": [
        {
          "ref": "1881, S. Janicki, A. Pasqueau, L. Jacquet, translated by William Emery Merrill, Improvement of Non-tidal Rivers: Memoirs, Washington: U.S. Government Printing Office, →OCLC, page 17",
          "text": "The history of the regularization of rivers, both in Russia and in Western Europe, hardly shows us anything but failures.",
          "type": "quotation"
        }
      ],
      "glosses": [
        "The act of making regular, of regularizing."
      ],
      "id": "en-regularization-en-noun-89VNg3Uv",
      "links": [
        [
          "regular",
          "regular"
        ],
        [
          "regularizing",
          "regularize"
        ]
      ],
      "tags": [
        "countable",
        "uncountable"
      ],
      "translations": [
        {
          "_dis1": "88 12",
          "code": "cmn",
          "lang": "Chinese Mandarin",
          "sense": "the act of regularizing",
          "word": "正則化"
        },
        {
          "_dis1": "88 12",
          "code": "cmn",
          "lang": "Chinese Mandarin",
          "roman": "zhèngzéhuà",
          "sense": "the act of regularizing",
          "word": "正则化"
        },
        {
          "_dis1": "88 12",
          "code": "kk",
          "lang": "Kazakh",
          "roman": "regulärlau",
          "sense": "the act of regularizing",
          "word": "регулярлау"
        },
        {
          "_dis1": "88 12",
          "code": "pt",
          "lang": "Portuguese",
          "sense": "the act of regularizing",
          "tags": [
            "feminine"
          ],
          "word": "regularização"
        }
      ]
    },
    {
      "categories": [
        {
          "kind": "topical",
          "langcode": "en",
          "name": "Computer science",
          "orig": "en:Computer science",
          "parents": [
            "Computing",
            "Sciences",
            "Technology",
            "All topics",
            "Fundamental"
          ],
          "source": "w"
        },
        {
          "kind": "topical",
          "langcode": "en",
          "name": "Finance",
          "orig": "en:Finance",
          "parents": [
            "Business",
            "Economics",
            "Society",
            "Social sciences",
            "All topics",
            "Sciences",
            "Fundamental"
          ],
          "source": "w"
        },
        {
          "kind": "topical",
          "langcode": "en",
          "name": "Mathematics",
          "orig": "en:Mathematics",
          "parents": [
            "Formal sciences",
            "Sciences",
            "All topics",
            "Fundamental"
          ],
          "source": "w"
        },
        {
          "_dis": "42 58",
          "kind": "other",
          "name": "English entries with incorrect language header",
          "parents": [
            "Entries with incorrect language header",
            "Entry maintenance"
          ],
          "source": "w+disamb"
        },
        {
          "_dis": "37 63",
          "kind": "other",
          "name": "English terms suffixed with -ization",
          "parents": [],
          "source": "w+disamb"
        }
      ],
      "examples": [
        {
          "ref": "2020 March 30, Ratinan Boonklurb, Ampol Duangpan, Phansphitcha Gugaew, “Numerical Solution of Direct and Inverse Problems for Time-Dependent Volterra Integro-Differential Equation Using Finite Integration Method with Shifted Chebyshev Polynomials”, in Symmetry, volume 12, number 4, →DOI",
          "text": "A large regularization parameter may over-smoothen the solution, while a small regularization parameter may lose the ability to stabilize the solution.",
          "type": "quotation"
        }
      ],
      "glosses": [
        "a process that simplifies results, often used to obtain results for ill-posed problems or to prevent overfitting."
      ],
      "id": "en-regularization-en-noun-OFykNQJC",
      "links": [
        [
          "mathematics",
          "mathematics"
        ],
        [
          "computer science",
          "computer science"
        ],
        [
          "finance",
          "finance#Noun"
        ],
        [
          "ill-posed",
          "ill-posed"
        ],
        [
          "overfitting",
          "overfitting"
        ]
      ],
      "raw_glosses": [
        "(mathematics, computer science, finance) a process that simplifies results, often used to obtain results for ill-posed problems or to prevent overfitting."
      ],
      "tags": [
        "countable",
        "uncountable"
      ],
      "topics": [
        "business",
        "computer",
        "computing",
        "engineering",
        "finance",
        "mathematics",
        "natural-sciences",
        "physical-sciences",
        "science",
        "sciences"
      ]
    }
  ],
  "word": "regularization"
}

{
  "categories": [
    "English countable nouns",
    "English entries with incorrect language header",
    "English lemmas",
    "English nouns",
    "English terms suffixed with -ization",
    "English uncountable nouns"
  ],
  "derived": [
    {
      "word": "Hadamard regularization"
    },
    {
      "word": "Tikhonov regularization"
    }
  ],
  "etymology_templates": [
    {
      "args": {
        "1": "en",
        "2": "regular",
        "3": "ization"
      },
      "expansion": "regular + -ization",
      "name": "suffix"
    }
  ],
  "etymology_text": "regular + -ization",
  "forms": [
    {
      "form": "regularizations",
      "tags": [
        "plural"
      ]
    }
  ],
  "head_templates": [
    {
      "args": {
        "1": "~"
      },
      "expansion": "regularization (countable and uncountable, plural regularizations)",
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  ],
  "lang": "English",
  "lang_code": "en",
  "pos": "noun",
  "senses": [
    {
      "categories": [
        "English terms with quotations"
      ],
      "examples": [
        {
          "ref": "1881, S. Janicki, A. Pasqueau, L. Jacquet, translated by William Emery Merrill, Improvement of Non-tidal Rivers: Memoirs, Washington: U.S. Government Printing Office, →OCLC, page 17",
          "text": "The history of the regularization of rivers, both in Russia and in Western Europe, hardly shows us anything but failures.",
          "type": "quotation"
        }
      ],
      "glosses": [
        "The act of making regular, of regularizing."
      ],
      "links": [
        [
          "regular",
          "regular"
        ],
        [
          "regularizing",
          "regularize"
        ]
      ],
      "tags": [
        "countable",
        "uncountable"
      ]
    },
    {
      "categories": [
        "English terms with quotations",
        "en:Computer science",
        "en:Finance",
        "en:Mathematics"
      ],
      "examples": [
        {
          "ref": "2020 March 30, Ratinan Boonklurb, Ampol Duangpan, Phansphitcha Gugaew, “Numerical Solution of Direct and Inverse Problems for Time-Dependent Volterra Integro-Differential Equation Using Finite Integration Method with Shifted Chebyshev Polynomials”, in Symmetry, volume 12, number 4, →DOI",
          "text": "A large regularization parameter may over-smoothen the solution, while a small regularization parameter may lose the ability to stabilize the solution.",
          "type": "quotation"
        }
      ],
      "glosses": [
        "a process that simplifies results, often used to obtain results for ill-posed problems or to prevent overfitting."
      ],
      "links": [
        [
          "mathematics",
          "mathematics"
        ],
        [
          "computer science",
          "computer science"
        ],
        [
          "finance",
          "finance#Noun"
        ],
        [
          "ill-posed",
          "ill-posed"
        ],
        [
          "overfitting",
          "overfitting"
        ]
      ],
      "raw_glosses": [
        "(mathematics, computer science, finance) a process that simplifies results, often used to obtain results for ill-posed problems or to prevent overfitting."
      ],
      "tags": [
        "countable",
        "uncountable"
      ],
      "topics": [
        "business",
        "computer",
        "computing",
        "engineering",
        "finance",
        "mathematics",
        "natural-sciences",
        "physical-sciences",
        "science",
        "sciences"
      ]
    }
  ],
  "translations": [
    {
      "code": "cmn",
      "lang": "Chinese Mandarin",
      "sense": "the act of regularizing",
      "word": "正則化"
    },
    {
      "code": "cmn",
      "lang": "Chinese Mandarin",
      "roman": "zhèngzéhuà",
      "sense": "the act of regularizing",
      "word": "正则化"
    },
    {
      "code": "kk",
      "lang": "Kazakh",
      "roman": "regulärlau",
      "sense": "the act of regularizing",
      "word": "регулярлау"
    },
    {
      "code": "pt",
      "lang": "Portuguese",
      "sense": "the act of regularizing",
      "tags": [
        "feminine"
      ],
      "word": "regularização"
    }
  ],
  "word": "regularization"
}