Unpositioned Something is wrong

Elements of causal inference : foundations and learning algorithms

An introduction to causal models and methods for learning them from data in the context of machine learning. The text covers intervention distributions and causal inference in bivariate and multivariate cases, supplemented by exercises and code examples.

Author

ISBN

Publisher

TAGS

Curated Derived

No tags

CONNECTIONS

No connections

LOCATION HISTORY

No location history available for this book.

FULL RECORD

Accession Number: 28997

Site: Vernon O Content

Collection: N/A

Location: N/A

Binding Type: Hard Back

Book Images

Hover to see live images

Elements of causal inference : foundations and learning algorithms spine

No live

Elements of causal inference : foundations and learning algorithms cover

No live

VERNON DATA

{
  "slug": "elements-of-causal-inference-foundations-and-learning-algorithms",
  "opacObjectId": "41073",
  "opacCollection": {
    "opacCollectionId": "1"
  },
  "imagesCollection": {
    "images": [
      {
        "imageId": "53187",
        "cssColors": [
          {
            "hex": "708090",
            "hue": 210,
            "rank": 1,
            "presence": 74.11,
            "colorName": "slategray",
            "lightness": 50,
            "colorGroup": "gray",
            "saturation": 13,
            "formattedColorName": "slate gray"
          },
          {
            "hex": "bdb76b",
            "hue": 56,
            "rank": 2,
            "presence": 9.08,
            "colorName": "darkkhaki",
            "lightness": 58,
            "colorGroup": "yellow",
            "saturation": 38,
            "formattedColorName": "dark khaki"
          },
          {
            "hex": "808080",
            "hue": 0,
            "rank": 3,
            "presence": 10.81,
            "colorName": "gray",
            "lightness": 50,
            "colorGroup": "gray",
            "saturation": 0,
            "formattedColorName": "gray"
          },
          {
            "hex": "778899",
            "hue": 210,
            "rank": 4,
            "presence": 0.78,
            "colorName": "lightslategray",
            "lightness": 53,
            "colorGroup": "gray",
            "saturation": 14,
            "formattedColorName": "light slate gray"
          }
        ],
        "rawColors": [
          {
            "hex": "39443e",
            "hue": 147,
            "rank": 1,
            "presence": 74.11,
            "lightness": 24,
            "saturation": 8
          },
          {
            "hex": "cbcba9",
            "hue": 60,
            "rank": 2,
            "presence": 9.08,
            "lightness": 72,
            "saturation": 24
          },
          {
            "hex": "8b9086",
            "hue": 90,
            "rank": 3,
            "presence": 10.81,
            "lightness": 54,
            "saturation": 4
          },
          {
            "hex": "a3aca3",
            "hue": 120,
            "rank": 4,
            "presence": 0.78,
            "lightness": 65,
            "saturation": 5
          },
          {
            "hex": "737c74",
            "hue": 126,
            "rank": 5,
            "presence": 3.15,
            "lightness": 46,
            "saturation": 3
          },
          {
            "hex": "a2a3a4",
            "hue": 210,
            "rank": 6,
            "presence": 0.49,
            "lightness": 63,
            "saturation": 1
          },
          {
            "hex": "6f7374",
            "hue": 192,
            "rank": 7,
            "presence": 1.58,
            "lightness": 44,
            "saturation": 2
          }
        ],
        "imageLabels": [
          {
            "count": 19233,
            "score": 90.76,
            "status": "auto_verified",
            "imageLabel": "Font",
            "imageLabelId": 12
          },
          {
            "count": 10233,
            "score": 65.96,
            "status": "auto_verified",
            "imageLabel": "Poster",
            "imageLabelId": 21
          },
          {
            "count": 16657,
            "score": 58.11,
            "status": "auto_verified",
            "imageLabel": "Publication",
            "imageLabelId": 23
          },
          {
            "count": 4631,
            "score": 55.16,
            "status": "auto_verified",
            "imageLabel": "Graphic design",
            "imageLabelId": 17
          }
        ],
        "imageDerivatives": [
          {
            "url": "https://browser.mona.net.au/records/images/large/36414/2d05aca5a0cbfc7d7f414bac8f56ec9d48d6e76c.jpg",
            "width": "621",
            "height": "800",
            "identifier": "LARGE"
          },
          {
            "url": "https://browser.mona.net.au/records/images/medium/36414/2d05aca5a0cbfc7d7f414bac8f56ec9d48d6e76c.jpg",
            "width": "310",
            "height": "400",
            "identifier": "MEDIUM"
          },
          {
            "url": "https://browser.mona.net.au/records/images/nano/36414/2d05aca5a0cbfc7d7f414bac8f56ec9d48d6e76c.jpg",
            "width": "27",
            "height": "35",
            "identifier": "NANO"
          },
          {
            "url": "https://browser.mona.net.au/records/images/small/36414/2d05aca5a0cbfc7d7f414bac8f56ec9d48d6e76c.jpg",
            "width": "116",
            "height": "150",
            "identifier": "SMALL"
          },
          {
            "url": "https://browser.mona.net.au/records/images/tiny/36414/2d05aca5a0cbfc7d7f414bac8f56ec9d48d6e76c.jpg",
            "width": "58",
            "height": "75",
            "identifier": "TINY"
          },
          {
            "url": "https://browser.mona.net.au/records/images/xlarge/36414/2d05aca5a0cbfc7d7f414bac8f56ec9d48d6e76c.jpg",
            "width": "931",
            "height": "1200",
            "identifier": "XLARGE"
          }
        ]
      }
    ],
    "totalImages": 1
  },
  "objectSearchScore": 0.31905985,
  "opacObjectFieldSets": [
    {
      "identifier": "accession_no",
      "opacObjectFields": [
        {
          "value": "28997"
        }
      ]
    },
    {
      "identifier": "name",
      "opacObjectFields": [
        {
          "value": "Elements of causal inference : foundations and learning algorithms",
          "opacObjectFieldAttributes": [
            {
              "key": "title",
              "value": "Elements of causal inference : foundations and learning algorithms"
            }
          ]
        }
      ]
    },
    {
      "identifier": "other_name",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "artist_last_first",
      "opacObjectFields": [
        {
          "value": "Peters, Jonas"
        },
        {
          "value": "Janzing, Dominik"
        },
        {
          "value": "Scholkopf, Bernhard"
        }
      ]
    },
    {
      "identifier": "prod_pri_date",
      "opacObjectFields": [
        {
          "value": "2017",
          "opacObjectFieldAttributes": [
            {
              "key": "earliest_date",
              "value": "2017-01-01Z"
            },
            {
              "key": "latest_date",
              "value": "2017-12-31Z"
            }
          ]
        }
      ]
    },
    {
      "identifier": "prod_pri_date_notes",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "edition",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "brief_desc",
      "opacObjectFields": [
        {
          "value": "This brief record was created for storage and loan purposes"
        }
      ]
    },
    {
      "identifier": "measure_desc",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "credit_line",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "curr_loc_status",
      "opacObjectFields": [
        {
          "value": "Stored",
          "opacObjectFieldAttributes": [
            {
              "key": "search",
              "value": "curr_loc_status:\"Stored\""
            }
          ]
        }
      ]
    },
    {
      "identifier": "ob_status",
      "opacObjectFields": [
        {
          "value": "Accessioned"
        }
      ]
    },
    {
      "identifier": "lender",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "copyright_owner",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "copyright_type",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "copyright_start",
      "opacObjectFields": []
    },
    {
      "identifier": "copyright_expiry",
      "opacObjectFields": []
    },
    {
      "identifier": "copyright_notes",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "object_type",
      "opacObjectFields": [
        {
          "value": "Books/Document genres/Information forms/Visual and Verbal Communication",
          "opacObjectFieldAttributes": [
            {
              "key": "search",
              "value": "object_type:\"Books/Document genres/Information forms/Visual and Verbal Communication\""
            }
          ]
        }
      ]
    },
    {
      "identifier": "collection",
      "opacObjectFields": [
        {
          "value": "Main Collection/Library",
          "opacObjectFieldAttributes": [
            {
              "key": "search",
              "value": "collection:\"Main Collection/Library\""
            }
          ]
        }
      ]
    },
    {
      "identifier": "prod_pri_place",
      "opacObjectFields": [
        {
          "value": "United States of America"
        }
      ]
    },
    {
      "identifier": "physical_notes",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "language",
      "opacObjectFields": [
        {
          "value": "English"
        }
      ]
    },
    {
      "identifier": "isbn_issn",
      "opacObjectFields": [
        {
          "value": "9780262037310"
        }
      ]
    },
    {
      "identifier": "user_sym_1",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "usual_loc_being",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "subject_class",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "subject_date",
      "opacObjectFields": []
    },
    {
      "identifier": "subject_event",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "subject_period",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "subject_object",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "subject_person",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "subject_place",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "assoc_person",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "assoc_place",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "assoc_event",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "assoc_object",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "user_sym_9",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    }
  ],
  "relationshipsCollection": {
    "relationships": [
      {
        "relatedRecords": [
          {
            "slug": "jonas-peters",
            "title": "Jonas Peters",
            "relatedRecordId": "42106"
          },
          {
            "slug": "dominik-janzing",
            "title": "Dominik Janzing",
            "relatedRecordId": "42124"
          },
          {
            "slug": "bernhard-scholkopf",
            "title": "Bernhard Scholkopf",
            "relatedRecordId": "42130"
          }
        ],
        "relationshipId": "object_prod_pri_person",
        "relatedRecordType": "person",
        "totalRelatedRecords": 3
      }
    ],
    "totalRelationships": 1
  }
}